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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1633653</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Seasonal air-sea CO<sub>2</sub> flux dynamics in Colombia&#x2019;s Gorgona Marine Area during La Ni&#xf1;a 2021&#x2013;2022</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Guti&#xe9;rrez Duque</surname><given-names>Sim&#xf3;n</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<contrib contrib-type="author">
<name><surname>Acosta</surname><given-names>Alberto</given-names></name>
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<contrib contrib-type="author">
<name><surname>Murcia</surname><given-names>Andrea</given-names></name>
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<contrib contrib-type="author">
<name><surname>Garcia</surname><given-names>Alejandro P.</given-names></name>
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<contrib contrib-type="author">
<name><surname>Corredor-Acosta</surname><given-names>Andrea</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Hernandez-Ayon</surname><given-names>Jos&#xe9; Martin</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Coronado &#xc1;lvarez</surname><given-names>Luz de Lourdes Aurora</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Kahl</surname><given-names>Luc&#xed;a Carolina</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>Ruiz-Pino</surname><given-names>Diana</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2910684/overview"/>
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<aff id="aff1"><label>1</label><institution>UNESIS (Unidad de Ecolog&#xed;a y Sistem&#xe1;tica), Departamento de Biolog&#xed;a, Facultad de Ciencias, Pontificia Universidad Javeriana</institution>, <city>Bogot&#xe1;</city>,&#xa0;<country country="co">Colombia</country></aff>
<aff id="aff2"><label>2</label><institution>Divisi&#xf3;n de Investigaci&#xf3;n en Acuicultura, Instituto de Fomento Pesquero (IFOP)</institution>, <city>Putem&#xfa;n</city>,&#xa0;<country country="cl">Chile</country></aff>
<aff id="aff3"><label>3</label><institution>Centro FONDAP de Investigaci&#xf3;n en Din&#xe1;mica de Ecosistemas Marinos de Altas Latitudes (IDEAL), Instituto de Acuicultura y Ciencias Ambientales, Universidad Austral de Chile</institution>, <city>Puerto Montt</city>,&#xa0;<country country="cl">Chile</country></aff>
<aff id="aff4"><label>4</label><institution>Instituto de Investigaciones Oceanol&#xf3;gicas, Universidad Aut&#xf3;noma de Baja California</institution>, <city>Ensenada</city>, <state>Baja California</state>,&#xa0;<country country="mx">Mexico</country></aff>
<aff id="aff5"><label>5</label><institution>Departamento Oceanograf&#xed;a, Servicio de Hidrograf&#xed;a Naval</institution>, <city>Buenos Aires</city>,&#xa0;<country country="ar">Argentina</country></aff>
<aff id="aff6"><label>6</label><institution>Sorbonne Universit&#xe9;s (IPSL-CNRS-IRD-MNHN), LOCEAN Laboratory</institution>, <city>Paris</city>,&#xa0;<country country="fr">France</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Sim&#xf3;n Guti&#xe9;rrez Duque, <email xlink:href="mailto:gutierrezds@javeriana.edu.co">gutierrezds@javeriana.edu.co</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-10-30">
<day>30</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1633653</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Guti&#xe9;rrez Duque, Acosta, Murcia, Garcia, Corredor-Acosta, Hernandez-Ayon, Coronado &#xc1;lvarez, Kahl and Ruiz-Pino.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Guti&#xe9;rrez Duque, Acosta, Murcia, Garcia, Corredor-Acosta, Hernandez-Ayon, Coronado &#xc1;lvarez, Kahl and Ruiz-Pino</copyright-holder>
<license>
<ali:license_ref start_date="2025-10-30">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<p>Air&#x2013;sea CO&#x2082; fluxes in tropical coastal zones are strongly influenced by ENSO variability, but in situ measurements in the Eastern Tropical Pacific remain scarce. We assessed seasonal CO&#x2082; dynamics around Gorgona Island (Panama Bight, Colombian Pacific) under La Ni&#xf1;a 2021&#x2013;2022. From November 2021 to July 2022, we conducted monthly sampling at seven stations spanning the Guapi River plume to the open ocean, measuring physical (SST, SSS, thermocline depth), chemical (TA, DIC, pH, carbonate system parameters), and biological (chlorophyll-a) variables, and estimating net CO&#x2082; fluxes (FCO&#x2082;) with the Liss and Merlivat (1986) parameterization and atmospheric CO&#x2082; from NOAA. La Ni&#xf1;a featured a cool-water anomaly (&#x2212;0.78 &#xb0;C), enhanced precipitation (+59%) and river discharge (+44%) relative to multi-year means. The nine-month mean CO&#x2082; flux was near neutral (&#x2212;0.01049 &#xb1; 0.00014 mol C m&#x207b;&#xb2;) but strongly seasonal: six post-upwelling months showed slightly positive fluxes (0.00929 &#xb1; 0.000147 mol C m&#x207b;&#xb2;) associated with high precipitation (746.4 &#xb1; 214.7 mm), warmer SST (27.5 &#xb1; 0.4 &#xb0;C), elevated pCO&#x2082;w (567 &#xb1; 97.5 &#xb5;atm) and lower pH (7.869 &#xb1; 0.040), whereas three upwelling months showed slightly negative fluxes (&#x2212;0.00119 &#xb1; 0.00010 mol C m&#x207b;&#xb2;) with reduced precipitation (165.8 &#xb1; 82.4 mm), cooler SST (26.5 &#xb1; 0.2 &#xb0;C), lower pCO&#x2082;w (461 &#xb1; 92.8 &#xb5;atm) and higher pH (7.968 &#xb1; 0.048). La Ni&#xf1;a amplified pCO&#x2082;w variability (316&#x2013;839 &#xb5;atm) via vertical Ekman pumping, horizontal transport (Zonal Ekman Transport, tides), and freshwater inputs, while a persistent thermocline (10&#x2013;40.1 m) restricted deep CO&#x2082;-rich waters from reaching the surface. Biological uptake further modulated outgassing, as evidenced by chlorophyll-a and &#x394;DIC dynamics. Overall, CO&#x2082; fluxes were relatively low compared with other tropical estuarine and oceanic sources. These results underscore the need for sustained in situ observations in estuarine&#x2013;ocean systems to refine predictive models of CO&#x2082; fluxes under ENSO conditions.</p>
</abstract>
<kwd-group>
<kwd>ENSO</kwd>
<kwd>CO<sub>2</sub> Flux</kwd>
<kwd>Gorgona</kwd>
<kwd>Panama Bight</kwd>
<kwd>Eastern Tropical Pacific</kwd>
<kwd>estuarine systems</kwd>
<kwd>seasonal variability</kwd>
</kwd-group>
<funding-group>
<award-group id="gs1">
<funding-source id="sp1">
<institution-wrap>
<institution>National Geographic Society</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/100006363</institution-id>
</institution-wrap>
</funding-source>
<award-id rid="sp1">NGS-64756R-19, NGS-81727R-20</award-id>
</award-group>
<award-group id="gs2">
<funding-source id="sp2">
<institution-wrap>
<institution>Pontificia Universidad Javeriana</institution>
<institution-id institution-id-type="doi" vocab="open-funder-registry" vocab-identifier="10.13039/open_funder_registry">10.13039/501100009543</institution-id>
</institution-wrap>
</funding-source>
<award-id rid="sp2">120132C0401200, No. 20019, 21347</award-id>
</award-group>
<funding-statement>The author(s) declare financial support was received for the research and/or publication of this article. The Principal Investigator (PI), AA, acknowledges receiving financial support for various research activities, including the purchase of equipment, acquisition of laboratory and field materials, and funding for field trips. Additionally, these funds were used to establish and equip a laboratory at the Pontificia Universidad Javeriana. Partial resources from the same fund were also allocated to cover the publication costs of this article (ID 21346). This research was funded by the National Geographic Explorer program through the project titled <italic>&#x201c;Ocean Acidification Vulnerability in Colombia: First Monitoring Program in the Tropical Pacific&#x201d;</italic> (Grant No. NGS-64756R-19), with additional COVID-19 grant support (Grant No. NGS-81727R-20). Further funding was provided by the Pontificia Universidad Javeriana under the project <italic>&#x201c;Monitoreo de acidificaci&#xf3;n marina en el Pac&#xed;fico colombiano&#x201d;</italic> (Project ID: 120132C0401200, No. 20019; Grant ID 21347).</funding-statement>
</funding-group>
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<meta-value>Marine Biogeochemistry</meta-value>
</custom-meta>
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</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Oceanic carbon fluxes have become a central focus in marine biogeochemistry and are increasingly studied for their potential in carbon sequestration (<xref ref-type="bibr" rid="B76">Lal, 2024</xref>; <xref ref-type="bibr" rid="B50">Gerrard, 2023</xref>; <xref ref-type="bibr" rid="B126">Santos et&#xa0;al., 2022</xref>). The oceans absorb around 31% of CO<sub>2</sub> emissions from fossil fuels (<xref ref-type="bibr" rid="B47">Friedlingstein et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B106">Parv et&#xa0;al., 2023</xref>). However, not all parts of the ocean have the same absorption capacity, with the poles acting as sinks and tropical areas considered sources of CO<sub>2</sub> to the atmosphere (<xref ref-type="bibr" rid="B82">Legge et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B152">Yilmaz et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B134">Swesi et&#xa0;al., 2023</xref>). The largest carbon sinks are found in the Arctic and polar waters, with fluxes between -3.8 mol C m<sup>-2</sup> yr<sup>-1</sup> and -4.4 mol C m<sup>-2</sup> yr<sup>-1-1</sup> (<xref ref-type="bibr" rid="B101">Olafsson et&#xa0;al., 2021</xref>), due to carbon &#x201c;drawdown&#x201d; from high primary productivity, deep convective mixing, water heat loss and strong seasonal winds (<xref ref-type="bibr" rid="B101">Olafsson et&#xa0;al., 2021</xref>). On the other hand, coastal zones, which only contain 7-8% of the ocean&#x2019;s surface area, are nutrient-rich and account for 25% of global primary production (<xref ref-type="bibr" rid="B130">Smith and Hollibaugh, 1993</xref>), which allows them to be more effective than the open ocean in retaining the atmospheric CO<sub>2</sub> (<xref ref-type="bibr" rid="B7">Andersson, 2005</xref>). However, some coastal tropical areas are sources (<xref ref-type="bibr" rid="B75">Kryzhova and Semkin, 2023</xref>) and others are sinks (<xref ref-type="bibr" rid="B122">Roobaert et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B146">Watanabe et&#xa0;al., 2024</xref>), depending on many factors, which are seldom explored (<xref ref-type="bibr" rid="B20">Chen and Borges, 2009</xref>; <xref ref-type="bibr" rid="B12">Borges and Abril, 2011</xref>; <xref ref-type="bibr" rid="B16">Cai et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B68">Kahl, 2018</xref>; <xref ref-type="bibr" rid="B125">Rosentreter et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B124">Roobaert et&#xa0;al., 2025</xref>). Similarly, in tropical areas, CO<sub>2</sub> flux can vary between source or sink depending on atmospheric and oceanographic conditions in space, which also change during different seasons of the year, with the net flux further influenced by complex biogeochemical processes (<xref ref-type="bibr" rid="B96">Monteiro et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B134">Swesi et&#xa0;al., 2023</xref>).</p>
<p>Among the global drivers of carbon flux, biological processes predominantly influence equatorial and subpolar zones, while sea surface temperature (SST) and salinity (SSS) play a fundamental role in subtropical areas (<xref ref-type="bibr" rid="B122">Roobaert et&#xa0;al., 2021</xref>). Additionally, the direction and magnitude of flux in each location depend on atmospheric processes such as wind stress and ENSO events (<xref ref-type="bibr" rid="B46">Ford et&#xa0;al., 2022</xref>). La Ni&#xf1;a event in particular has a significant effect on the direction and magnitude of CO<sub>2</sub> flux, as it increases coastal upwelling and Ekman pumping (<xref ref-type="bibr" rid="B6">Amos and Castelao, 2022</xref>), enabling outgassing events (facilitating carbon flux to the atmosphere) of around 1 billion tons of carbon (CO<sub>2</sub>) per year, where deep waters rich in dissolved inorganic carbon (DIC) rise to the surface. This contrasts with the inherent capacity of coastal upwelling regions to act as significant carbon sinks through the biological pump they promote (<xref ref-type="bibr" rid="B79">Lanson et&#xa0;al., 2009</xref>). Moreover, rainfall during La Ni&#xf1;a events tends to be more intense (<xref ref-type="bibr" rid="B22">Chung and Power, 2014</xref>), shifting coastal systems from upwelling to post-upwelling (river-dominated ocean margin; <xref ref-type="bibr" rid="B31">Dai et&#xa0;al., 2022</xref>).</p>
<p>Thus, the ENSO-driven oscillations between cold (La Ni&#xf1;a) and warm periods (El Ni&#xf1;o) in the Tropical Pacific involve massive redistributions of heat content in the surface ocean (<xref ref-type="bibr" rid="B6">Amos and Castelao, 2022</xref>), thereby altering the net carbon flux. Despite this, few studies focus on what happens in the Eastern Tropical Pacific and specifically in the Panama Bight (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B69">Kao and Yu, 2009</xref>; <xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B139">Torres et&#xa0;al., 2023</xref>). Recent findings in the Colombian Caribbean indicated that ENSO events are the most important influence over marine biogeochemistry as increased upwelling anomalies bring up water&#x2019;s rich in DIC (<xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al., 2025</xref>). Therefore, the question arises as to whether the same patterns and drivers apply in the Colombian Pacific as those observed for the Caribbean area.</p>
<p>Latitudinal trends reveal distinct patterns in whether coastal zones act as sources or sink of CO<sub>2</sub>. In low latitudes, coastal zones are expected to release CO<sub>2</sub> due to physical processes such as high sea temperature (average SST above 26 &#xb0;C) and relatively low salinity (25.7&#x2013;32 units), which cause higher partial pressures of CO<sub>2</sub> in water (pCO<sub>2w</sub>) compared to the atmosphere (<xref ref-type="bibr" rid="B13">Borges et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B15">Cai, 2011</xref>). However, whether low latitudes emit CO<sub>2</sub> depends on the drivers in each coastal zone (<xref ref-type="bibr" rid="B30">Dai et&#xa0;al., 2013</xref>), and this is why the fine balance between the promoters of pCO<sub>2w</sub> and those that help to reduce it must be studied locally. For example, in upwelling zones (high DIC and pCO<sub>2w</sub>), phytoplankton blooms can capture large amounts of CO<sub>2</sub>, reducing DIC excesses and resulting in exceptionally low pCO<sub>2w</sub> values, thereby altering the direction of net carbon flux to negative values (<xref ref-type="bibr" rid="B85">Li et&#xa0;al., 2022</xref>). According to <xref ref-type="bibr" rid="B132">Strutton et&#xa0;al. (2008)</xref>, the equatorial Pacific would be a much larger carbon emitter if not for photosynthetic processes, which convert a billion tons of DIC/CO<sub>2</sub> into living organisms.</p>
<p>One of the main issues in the Pacific Ocean regarding the net CO<sub>2</sub> flux is the discrepancy between models and <italic>in situ</italic> air-sea CO<sub>2</sub> observations (<xref ref-type="bibr" rid="B112">Polavarapu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B116">Rastogi et&#xa0;al., 2021</xref>). This is due to the limited amount of data, particularly in the coastal zones of the Pacific, and specifically in the Panama Bight, which includes the Pacific coast of Colombia and Panama (<xref ref-type="bibr" rid="B56">Herrera Carmona et&#xa0;al., 2022</xref>). The uncertainty in predictions stems from the fact that there are many complex atmospheric and oceanographic variables&#x2014;physical (<italic>e.g.</italic>, wind; <xref ref-type="bibr" rid="B136">Takahashi et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B73">Kim et&#xa0;al., 2019</xref>), chemical (<italic>i.e.</italic>, Total Alkalinity-TA and Dissolved Inorganic Carbon- DIC), and biological (biological uptake, remineralization; <xref ref-type="bibr" rid="B135">Takahashi et&#xa0;al., 1997</xref>) that cause significant spatial and temporal variations in pCO<sub>2w</sub> at different scales (<xref ref-type="bibr" rid="B32">DeGrandpre et&#xa0;al., 1998</xref>), and consequently, in the magnitude and direction of the net flux. Moreover, the lack of technical, technological, infrastructural, and financial resources in Latin American countries makes it challenging to quantify pCO<sub>2w</sub> values and the magnitude of the flux, particularly in the coastal zone, where multiple drivers converge in time and space (<xref ref-type="bibr" rid="B123">Roobaert et&#xa0;al., 2024</xref>).</p>
<p>According to <xref ref-type="bibr" rid="B31">Dai et&#xa0;al. (2022)</xref>, calculating pCO<sub>2w</sub> and CO<sub>2</sub> flux in tropical coastal margins dominated by rivers and deltas is particularly complex. The dissolved inorganic carbon (DIC), dissolved organic carbon (DOC; 49.5% of DOC export is by rivers concentrated in the tropics, 23.5&#xb0;S to 23.5&#xb0;N; <xref ref-type="bibr" rid="B41">Fabre et&#xa0;al., 2020</xref>), particulate organic matter (POM), dissolve organic matter (DOM), and nutrients (NO<sub>3</sub> and PO<sub>4</sub>; <xref ref-type="bibr" rid="B84">Li et&#xa0;al., 2020</xref>) are mainly contributed by rivers. These contributions promote phytoplankton growth (a CO<sub>2</sub> sink) and the consequent remineralization of dead particulate organic matter (a CO<sub>2</sub> source), where the resultant flux is the product of all these interactions. In a system with predominant river inputs, the fresher waters of the river plume gradually mix with oceanic waters both horizontally and vertically (<xref ref-type="bibr" rid="B48">Gan et&#xa0;al., 2009</xref>), creating an estuarine ecosystem, like the one found in the Colombian Pacific around Gorgona Island. In consequence, <xref ref-type="bibr" rid="B31">Dai et&#xa0;al. (2022)</xref> suggest that the air-sea CO<sub>2</sub> flux is determined by the sum of DIC inputs and outputs at the coast-ocean boundary over time, net ecological productivity (gross primary production &#x2013; ecosystem respiration), and net ecological calcification (<xref ref-type="bibr" rid="B8">Andersson and Gledhill, 2013</xref>; <xref ref-type="bibr" rid="B27">Courtney and Andersson, 2019</xref>). However, systems dominated by river inputs can transition to predominantly oceanic inputs depending on the water volume it receives from the open sea, for example, during coastal upwelling events (Ekman Pumping - WEK) and horizontal transport (Zonal Ekman Transport &#x2013; ZET) when cold, CO<sub>2</sub>- and DIC-rich subsurface ocean water emerges (<xref ref-type="bibr" rid="B57">Hu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B147">Weber et&#xa0;al., 2021</xref>), or through surface water movement by ocean currents toward the coast and tides. Changes from a river to oceanic coastal regimes and vice versa alter the direction and intensity of the CO<sub>2</sub> flux and should be explored further according to <xref ref-type="bibr" rid="B31">Dai et&#xa0;al. (2022)</xref>. This is the reason why this study focuses on the Gorgona&#x2019;s continental island, located 55 km from the continent but strongly influenced by many rivers, upwelling events and sustained primary productivity (<xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al., 2020</xref>).</p>
<p>The Gorgona Island (2&#xb0; 55&#x2019; 45&#x201d; &#x2013; 3&#xb0; 00&#x2019; 55&#x201d; N; 78&#xb0; 09&#x2019; &#x2013; 78&#xb0; 14&#x2019; 30&#x201d; W; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>) is located on the continental margin of the Colombian Pacific Basin (CPB) in the Panama Bight region, and is part of the largest Marine Natural National Park in the Colombian Pacific (<xref ref-type="bibr" rid="B54">Guzm&#xe1;n et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B140">UAESPNN, 2005</xref>). The island is characterized by a wide and shallow continental shelf to the east (less than 100 m deep; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>) and a deep slope a few kilometers to the west, with canyons and submarine mountains according to Murcia and Giraldo (<xref ref-type="bibr" rid="B98">2007</xref>; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1B</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The study area is the Colombian Pacific Ocean (Tropical Eastern Pacific). <bold>(A)</bold> Location of the Colombian Pacific, as part of the Panama Bight. <bold>(B)</bold> The polygon representing the protected area of the Gorgona National Natural Park is shown, along with its proximity to the coastline and the main continental watersheds that discharge their waters into the area (marked in blue): Pat&#xed;a River, Sanquianga River, Tapaje River, Iscuand&#xe9; River, Guapi River, and Timbiqu&#xed; River. <bold>(C)</bold> The colored points show the seven stations where discrete water samples were collected from November 2021 to July 2022 along the coast-ocean gradient; Guapi River in red (RG), South Guapi in blue (GS), North Guapi in yellow (GN), South Reef in pink (AS), North Reef in green (AN), South Ocean in orange (OS), and North Ocean in black (ON). The underwater topography lines are represented in meters.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1633653-g001.tif">
<alt-text content-type="machine-generated">Map set showing the Tropical Eastern Pacific region. Panel A highlights the position of Colombia in South America. Panel B details the Colombian coast with bathymetric contours marked in meters, showing significant locations like Sanquianga and Guapi. Panel C presents the Colombian Pacific Ocean with depth contours, labeled in meters, and includes a color-coded legend indicating different sites: OS, AS, GS, ON, AN, GN, RG.</alt-text>
</graphic>
</fig>
<p>Precipitation on Gorgona Island follows a bi-seasonal pattern (periods of less and more rain), with an annual total rainfall up to ~6000 mm (<xref ref-type="bibr" rid="B11">Blanco, 2012</xref>). At seasonal scale, we performed a multi-year analysis of precipitation on the Gorgona Island (2006-2021, data source IDEAM) which indicated low relative rainfall from January to April (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>), when the northern trade winds dominate and the wind field of the Choc&#xf3; Jet is weak. In contrast, the period with higher precipitation conditions were found from May to December (not shown), when the southern trade winds dominate and the Choc&#xf3; Jet winds are stronger (September to October). <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref> shows extreme precipitation during the 2021&#x2013;2022 sampling year, with monthly rainfall exceeding 700 mm for several months. Only four months recorded precipitation below the multiannual average (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2B</bold></xref>). The precipitation regime on Gorgona Island is primarily governed by the latitudinal migration of the Intertropical Convergence Zone (ITCZ), which provides the context for understanding the atypical precipitation observed. According to <xref ref-type="bibr" rid="B128">Schneider et&#xa0;al. (2014)</xref>, this pattern dictates that the relative driest period occurs in January and February, when the ITCZ is at its southernmost position (2&#xb0;N) near the study area (2&#xb0; 55&#x2019; &#x2013; 3&#xb0; 00&#x2019;). Then, from March to May, it moves to the north, occupying a latitudinal range between 2 and 7&#xb0;N. Conversely, the wettest period is expected between June and July as the ITCZ moves north (reaching 8 to 10&#xb0;N). Finally, between September and December, the ITCZ returns to its southernmost position.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Time scale comparison of precipitation and streamflow (R&#xed;o Guapi) in the study area. <bold>(A)</bold> Multiannual total precipitation as monthly averages (2006-2021). The black horizontal line marks the historic (2006-2021) annual mean total precipitation (605 mm) for the &#x201c;Isla Gorgona station&#x201d;. Standard deviation is illustrated on each month&#x2019;s data. <bold>(B)</bold> Average monthly total precipitation for the sampled year (November 2021 to July 2022). Black horizontal line marks the historic annual mean (2006-2021). Standard deviation is illustrated on each month&#x2019;s data. <bold>(C)</bold> Multiannual total streamflow as monthly averages (2006-2021) from the &#x201c;57025020 Isla Gorgona&#x201d; IDEAM station. Black horizontal line marks the historic (2006-2021) annual mean discharge (103 m<sup>-</sup>&#xb3; s<sup>-1</sup>). <bold>(D)</bold> Average total monthly streamflow for the sampling year (November 2021 to July 2022) at the &#x201c;53047010 R&#xed;o Guapi&#x201d; station of IDEAM. Black horizontal line marks the historic (2006-2021) annual mean discharge (103 m<sup>-</sup>&#xb3; s<sup>-1</sup>). Months below the multiannual records are shown in blue, and above in orange.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1633653-g002.tif">
<alt-text content-type="machine-generated">Four bar charts labeled A, B, C, and D. Charts A and B show monthly precipitation from November to July, with data in blue and orange bars, and error bars indicating variability. Charts C and D show monthly stream flow for the same period, with similar color coding. Each chart includes a horizontal line representing an average or baseline.</alt-text>
</graphic>
</fig>
<p>In the study area, the northeastern trade winds dominate between December and March, generating the Panama Jet, which causes a strong upwelling extending from north to south in the Panama Bight (<xref ref-type="bibr" rid="B121">Rodr&#xed;guez-Rubio et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Crawford et&#xa0;al., 2023</xref>). Similarly, in the second half of the year, the Choc&#xf3; Jet occurs (<xref ref-type="bibr" rid="B121">Rodr&#xed;guez-Rubio et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B29">Crawford et&#xa0;al., 2023</xref>), which travels from west to east until it collides with the continent. The Choc&#xf3; Jet is strongest in November and weakest between February and March, so the heavy rainfall from November to December on Gorgona Island is attributed to this climatic phenomenon (<xref ref-type="bibr" rid="B29">Crawford et&#xa0;al., 2023</xref>). The intense rain creates a layer of brackish water on the surface, up to 2 meters thick (<xref ref-type="bibr" rid="B49">Gassen et&#xa0;al., 2024</xref>), which reduces salinity on the Colombian Pacific coast, and river runoff from the Guapi river and deltaic complex into the sea increases. The Guapi River characterized by a sea water temperature of 26.34 &#xb0;C at 10 meters (<xref ref-type="bibr" rid="B103">Palacios Moreno and Pinto Tovar, 1992</xref>), had an average NBS pH of 7.3 between 2018 and 2021, and salinity (PSU) between 0 and 0.25 at 1-meter depth (<xref ref-type="bibr" rid="B61">INVEMAR, 2019</xref>, <xref ref-type="bibr" rid="B62">2020</xref>, <xref ref-type="bibr" rid="B63">2022</xref>).</p>
<p>The island is influenced to the east by several rivers and deltas from the mainland, and on the oceanic side (west) by oceanic currents from the Northern Hemisphere, such as the California and Northern Equatorial currents, and from the Southern Hemisphere, by the Peru and Humboldt currents (<xref ref-type="bibr" rid="B34">Diaz, 2001</xref>; <xref ref-type="bibr" rid="B149">Willett et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B45">Fiedler and Lav&#xed;n, 2017</xref>). The hydrodynamic pattern around the island is dominated by ocean currents and numerous mesoscale eddies, both cyclonic and anticyclonic occurring throughout the year. The direction and intensity of those geostrophic field and mesoscale eddies around Gorgona are determined by wind stress, the Panama Jet, the Choc&#xf3; Jet, and the position of the Intertropical Convergence Zone (<xref ref-type="bibr" rid="B121">Rodr&#xed;guez-Rubio et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B35">D&#xed;az Guevara et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B24">Corredor-Acosta et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B87">Lorenzoni et&#xa0;al., 2011</xref>). Specifically, the Panama cyclonic current (<xref ref-type="bibr" rid="B5">Amaya, 2024</xref>) is fed from the south by a branch of the Peru current, forming the so-called Colombia current (<xref ref-type="bibr" rid="B131">Stevenson, 1970</xref>; <xref ref-type="bibr" rid="B24">Corredor-Acosta et&#xa0;al., 2011</xref>), which flows from south to north along the Colombian coast. The surface water masses flows through the area of Gorgona National Natural Park in a northeastward direction, with a velocity ranging between 0.2 and 0.9 m s<sup>-1</sup> (<xref ref-type="bibr" rid="B34">Diaz, 2001</xref>). During La Ni&#xf1;a, the North Equatorial Countercurrent (warm water with high salinity) flowing from west to east (<xref ref-type="bibr" rid="B139">Torres et&#xa0;al., 2023</xref>) loses it prevalence around 3&#xb0;N, while the Peru Current, flowing in a northeastward direction, brings cold water from the South Pacific to the Colombian coast. Therefore, the sampling carried out in this present study (2021-2022) corresponds to a period of relatively cold water (La Ni&#xf1;a; ONI -1.0; <xref ref-type="bibr" rid="B91">McLean et&#xa0;al., 2024</xref>) contrasting with what happens during El Ni&#xf1;o events. Also, at more local scale, the oceanographic circulation is affected by semidiurnal tides (two highs and two lows) oscillating between -40 cm and 5 m per day (Tide-Forecast.com, map of tide stations in Colombia 2021-2022).</p>
<p>According to <xref ref-type="bibr" rid="B118">Restrepo and Kjerfve (2004)</xref> and <xref ref-type="bibr" rid="B11">Blanco (2012)</xref>, La Ni&#xf1;a events significantly influences river discharge in the Colombian Pacific due to increased precipitation and, consequently, water flow especially during the sampled year (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). The Colombian Pacific watershed covers an area of 76,852 km&#xb2; and consists of more than 200 rivers, which a total discharge of ~9,000 m&#xb3; s<sup>-1</sup> and 96 million tons of sediment per year (<xref ref-type="bibr" rid="B35">D&#xed;az, 2008</xref>). The Gorgona National Natural Park is in front of the Pat&#xed;a-Sanquianga delta complex, the largest in the country, which contributes approximately 23% of the total freshwater discharged into the Colombian Pacific (2,045 m&#xb3; s<sup>-1</sup>; <xref ref-type="bibr" rid="B35">D&#xed;az, 2008</xref>). The delta complex is made up of the Pat&#xed;a-Sanquianga rivers, which discharge 1,300 m&#xb3; s<sup>-1</sup>, the Guapi River at 357 m&#xb3; s<sup>-1</sup>, the Iscuand&#xe9; River at 213 m&#xb3; s<sup>-1</sup>, and the Tapaje River at 175 m&#xb3; s<sup>-1</sup> (<xref ref-type="bibr" rid="B118">Restrepo and Kjerfvel, 2004</xref>; <xref ref-type="bibr" rid="B35">D&#xed;az, 2008</xref>; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The Pat&#xed;a-Sanquianga delta, covering an area of 23,000 km&#xb2;, contributes freshwater, nutrients, and organic and inorganic material (both particulate and dissolved) from the western Andes mountains to the Pacific Ocean (<xref ref-type="bibr" rid="B118">Restrepo and Kjerfve, 2004</xref>; <xref ref-type="bibr" rid="B52">Giraldo et&#xa0;al., 2011</xref>). The Guapi River multi-year average monthly flow (station &#x201c;53047010 IDEAM&#x201d;) was 103 m&#xb3; s<sup>-1</sup> from 2000 to 2021. However, during La Ni&#xf1;a event (2021-2022), the stream flow exceeded the multi-year monthly average, with a maximum value in November 2021, exceeding the average by over 77% (182 m&#xb3; s<sup>-1</sup>), with a minimum in February 2022 being also 2% above the multi-year monthly mean (105 m&#xb3; s<sup>-1</sup>; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). On average, the flow exceeded expectations, except for July 2022 when it was 14% below the multi-year average (89 m&#xb3; s<sup>-1</sup>).</p>
<p>In this context, this study aims to: (1) evaluate the net CO<sub>2</sub> flux in the Panama Bight to address a gap in the current knowledge of the region, as no similar studies have been addressed it in the coastal zone of the Colombian Pacific; and (2) review the predictions made by the models proposed by <xref ref-type="bibr" rid="B151">Wong et&#xa0;al. (2022)</xref> and <xref ref-type="bibr" rid="B31">Dai et&#xa0;al. (2022)</xref>, assessing their accuracy and applicability in the context of this study. To do so, we estimate the seasonal direction and intensity of the CO<sub>2</sub> flux under the effects of La Ni&#xf1;a conditions (2021-2022), characterized by intense precipitation and river discharge promoting an estuarine system. Lastly, we discuss the potential drivers explaining the dynamics of the pCO<sub>2w</sub> and CO<sub>2</sub> flux variability.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Sampling design</title>
<p>Seven stations were sampled and used to estimate CO<sub>2</sub> fluxes and carbonate system chemistry in Gorgona National Natural Park from the coast to the open ocean. The closest station to the coast was &#x201c;R&#xed;o Guapi - RG&#x201d;, located approximately 25 km from Guapi-Nari&#xf1;o, Colombia, and the furthest was &#x201c;North Ocean - ON&#x201d;, approximately 60 km from the coastline. The stations were distributed along two parallel transects separated by five kilometers, with GPS-WGS84 coordinates. The southern transect was formed by &#x201c;South Guapi - GS&#x201d;, &#x201c;South Reef - AS&#x201d;, and &#x201c;South Ocean - OS&#x201d;, while the northern transect was formed by &#x201c;North Guapi - GN&#x201d;, &#x201c;North Reef - AN&#x201d;, and &#x201c;North Ocean - ON&#x201d; (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). Monitoring began in November 2021 and extended until July 2022 (nine months), with monthly sampling during the first week of each month. In addition, the &#x201c;R&#xed;o Guapi&#x201d; station was added in January 2022 to characterize its influence.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Measurements</title>
<p>On site, salinity, temperature, pH millivolts (total protons), percent oxygen, and depth were measured using a Hanna multiparameter sounder (previously calibrated), a CTD-Castaway, and a YSI equipment (accurate to &#xb1;2% of reading or &#xb1;0.01 PSU, whichever is greater; &#xb1; 0.15 &#xb0;C; &#xb1; 0.02 pH/&#xb1; 0.5 mV; and ranging from 0.00 to 30.00 ppm (mg/L) with an accuracy of &#xb1;0.25% of full range.</p>
<p>Discrete water samples were collected at seven stations (GS, GN, AS, AN, OS, ON, and RG; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>) using a 5 L Niskin bottle at depths between 1.8 and 3 meters. The water collected on site was not murky, sampling sites were right after the river plume limit (35 km away from the continent). Seawater samples were stored in 250 mL borosilicate bottles and preserved with 50 &#xb5;L of a saturated mercuric chloride (HgCl<sub>2</sub>) solution for later TA analysis in the laboratory, following recommended best practices (Best Practice Guide for Ocean CO<sub>2</sub> Measurements, SOP 2, SOP-specified concentration range of 0.02-0.05%). Additionally, DIC samples were taken in 50 mL dark bottles (silicone seal), leaving no headspace; and wrapping the cap in parafilm paper. All samples were packed in a Styrofoam refrigerator and sent by plane to our new lab in Bogot&#xe1; (Javeriana University) in less than four hours from the Pacific region. Then, the samples were kept without exposing them to light and maintaining temperature conditions below 15 &#xb0;C in the laboratory. TA was measured within two weeks, as well as other parameters such as pH. Regarding DIC samples, those were kept in our lab for two months after the sampling was finished and then sent to the Autonomous University of Baja California in Mexico. They were processed in a maximum of one week after arrival in the UABC.</p>
<p>In the laboratory, total alkalinity (TA) measurements were performed on seawater samples following a standardized protocol (SOP 3b of the open-cell titration method; <xref ref-type="bibr" rid="B37">Dickson et&#xa0;al., 2007</xref>) using the GOA-ON titration kit. For titrant, Dickson Lab reference HCl solutions were used (Batch A17: 0.100362 &#xb1; 0.000009 mol kg<sup>-1</sup>; Batch A24: 0.099922 &#xb1; 0.000005 mol kg<sup>-1</sup>), buffered with 0.6 M NaCl to match seawater ionic strength. A 50 g sample (~50 g or mL, &#xb1; 0.0001 mL) was weighed into a jacketed titration cell (maintained at ~25 &#xb0;C via a circulating water bath) and titrated. The analytical balance used (Ohaus Pioneer AX225D, &#xb1; 0.0001 g) yielded a reproducibility of &#xb1;0.001 g for 50 g samples, corresponding to a coefficient of variation&lt;0.003%, well within the precision requirements for TA analysis (0.01 g). The titration involved two stages: first, the addition of a small amount of acid (0.2 mL) with a HandyStep<sup>&#xae;</sup> Touch S, first by adding to drop the pH to ~3.5 (~0.2100 mV) and waiting 5 minutes to allow for degassing, and second, titration resumed in 0.05 mL steps until a pH close to 3.0 was reached (~0.2300 mV), with pH and temperature measurements taken at each step. Data, including sample volume, titrant volumes (to pH 3.5 and 3.0), salinity, final temperature, and voltage per addition was compiled in an Excel spreadsheet program, which employed a non-linear least squares regression to calculate total alkalinity (<xref ref-type="bibr" rid="B37">Dickson et&#xa0;al., 2007</xref>). Approximately 50% of surface samples (n = 31) were analyzed in triplicate. Only triplicate sets with a maximal variation of &#xb1;5 &#xb5;mol kg<sup>-1</sup> TA were retained (&#xb1; 9 &#x3bc;mol kg<sup>-1</sup>, Batch #182: 2230.91 &#xb1; 0.71 &#xb5;mol kg<sup>-1</sup>; Batch # 202: 2215.13 &#xb1; 0.57 &#xb5;mol kg<sup>-1</sup>; all data set available at NOAA; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.25921/gfan-3e30">https://doi.org/10.25921/gfan-3e30</ext-link>).</p>
<p>Dissolved Inorganic Carbon (DIC) was measured at UABC (Mexico) using the UIC C-CM5014 instrument, following the coulometric methodology described by <xref ref-type="bibr" rid="B67">Johnson et&#xa0;al. (1987)</xref> and <xref ref-type="bibr" rid="B37">Dickson et&#xa0;al. (2007)</xref>. Measurements were performed with high precision and accuracy, ensuring that the difference in DIC from the reference values &#x200b;&#x200b;of the standards did not exceed 3 &#x3bc;mol kg<sup>-1</sup> (error of 0.1%). The Dickson Certified Reference Material (CRM) was prepared at the Institute of Oceanography, University of California, San Diego (USA). The substandards and analyzed samples were carried out in parallel at the Oceanographic Research Institute of the Autonomous University of Baja California (Mexico). For a more comprehensive DIC measurement methodology, see <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;1</bold></xref>.</p>
<p>Similarly, quality &#x201c;flags&#x201d; (scale 1 to 5) were reviewed and assigned to the TA and DIC data (equipment accuracy and potential errors in the field or laboratory). Outliers (n=6) were removed from the matrix; this was done by reviewing multiple graphical relationships between temperature, salinity, TA, and DIC.</p>
<p>The <xref ref-type="bibr" rid="B86">Liss and Merlivat (1986)</xref> equation allowed for the calculation of the flux magnitude for each of the nine months and seasons in Gorgona. The estimated CO<sub>2</sub> flux in Gorgona was compared with the IPACOA, OOI, NOAA, and SOCAT databases.</p>
<p>The CO<sub>2</sub> fluxes (FCO<sub>2</sub> direction, magnitude, and variability) were calculated following the equation proposed by <xref ref-type="bibr" rid="B86">Liss and Merlivat (1986)</xref>:</p>
<disp-formula>
<mml:math display="block" id="M1"><mml:mrow><mml:mi>F</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mn>2</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mi>k</mml:mi><mml:mo>&#xd7;</mml:mo><mml:msup><mml:mi>K</mml:mi><mml:mo>&#x2032;</mml:mo></mml:msup><mml:mo>&#xd7;</mml:mo><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>&#x394;</mml:mi><mml:mi>p</mml:mi><mml:mi>C</mml:mi><mml:msub><mml:mi>O</mml:mi><mml:mn>2</mml:mn></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mi>m</mml:mi><mml:mi>m</mml:mi><mml:mi>o</mml:mi><mml:mi>l</mml:mi><mml:mo>&#xb7;</mml:mo><mml:msup><mml:mi>m</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:mo>&#xb7;</mml:mo><mml:mi>y</mml:mi><mml:mi>e</mml:mi><mml:mi>a</mml:mi><mml:msup><mml:mi>r</mml:mi><mml:mrow><mml:mo>&#x2212;</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:msup></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow></mml:math>
</disp-formula>
<p>Where, the constant <italic>k</italic> is the gas transfer coefficient of CO<sub>2</sub> as a function of wind (U<sub>10</sub>) at 10 meters above sea level (<xref ref-type="bibr" rid="B145">Wanninkhof, 2014</xref>), expressed as:</p>
<disp-formula>
<mml:math display="block" id="M2"><mml:mrow><mml:mi>k</mml:mi><mml:mo>=</mml:mo><mml:mn>0.251</mml:mn><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mi>S</mml:mi><mml:mi>c</mml:mi></mml:mrow><mml:mrow><mml:mn>660</mml:mn></mml:mrow></mml:mfrac></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow><mml:mn>0.5</mml:mn><mml:msup><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:msub><mml:mi>U</mml:mi><mml:mrow><mml:mn>10</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mn>2</mml:mn></mml:msup></mml:mrow></mml:math>
</disp-formula>
<p>K&#x2032; is the solubility of CO<sub>2</sub> and is a function of temperature and salinity (<xref ref-type="bibr" rid="B148">Weiss, 1974</xref>); Sc is the Schmidt number and depends on temperature; &#x394;pCO<sub>2</sub> is the difference between the partial pressure of carbon dioxide (pCO<sub>2</sub>) in the surface seawater (pCO<sub>2w</sub>) and the pCO<sub>2</sub> of the atmosphere (pCO<sub>2A</sub>). &#x394;pCO<sub>2</sub> determines the direction of the flux, with positive FCO<sub>2</sub> indicating CO<sub>2</sub> moving from the sea to the atmosphere, and negative indicating movement from the atmosphere to the sea. The magnitude of the gas exchange is controlled not only by &#x394;pCO<sub>2</sub> but also by the gas transfer rate between the two media, which in turn varies with wind speed.</p>
<p>The hourly wind speed from the seven sampling sites - U<sub>10</sub> (m s<sup>-1</sup>) was extracted from: <ext-link ext-link-type="uri" xlink:href="https://earth.nullschool.net/">https://earth.nullschool.net/</ext-link>, taking the 24-hour wind average of the sampling day. For months with sampling of all stations on two consecutive days (adverse weather conditions in two months), 48-hour wind values were averaged. The wind average was also calculated and compared using only the exact sampling hours at each station and by averaging the wind over a month, finding no significant changes in the flow results compared to the daily/monthly wind average (which was finally used).</p>
<p>Since the atmosphere is a well-mixed fluid, the pCO<sub>2A</sub> values for the flow calculation
were extracted from NOAA/GML <ext-link ext-link-type="uri" xlink:href="https://gml.noaa.gov/ccgg/trends/data.html">https://gml.noaa.gov/ccgg/trends/data.html</ext-link> (<xref ref-type="bibr" rid="B99">NOAA, 2021</xref>, <xref ref-type="bibr" rid="B100">2022</xref>), which come from the Mauna Loa climate station, Hawaii, file &#x201c;Mauna Loa CO<sub>2</sub> monthly mean data.&#x201d; The pCO<sub>2A</sub> data for the sampling months (Nov 2021 to Jul 2022) were extracted.</p>
<p>The pCO<sub>2w</sub> was calculated from TA, DIC, salinity, and temperature data resolving the carbonate system equation in seawater using the CO2SYS v3.0 software (<xref ref-type="bibr" rid="B111">Pierrot et&#xa0;al., 2021</xref>). In the carbonate system equation solution, the following constants were used: (i) Dissociation constants for K1 and K2 from <xref ref-type="bibr" rid="B93">Millero (2010)</xref> for waters ranging from 0 to 40, given that the study area the salinities variation are between 27.03 to 31.29, (ii) KHSO4 dissociation constant from <xref ref-type="bibr" rid="B36">Dickson (1990)</xref>, (iii) KHF from <xref ref-type="bibr" rid="B110">Perez and Fraga (2003)</xref>, (iv) Total pH scale (mol-kg SW), (v) [B]T value from <xref ref-type="bibr" rid="B81">Lee et&#xa0;al. (2010)</xref>, and (vi) EOS-80 standard. The pCO<sub>2w</sub> was estimated with an error of &#xb1;1.79 concerning the determined fluxes (mmol C m&#xb2; day<sup>-1</sup>). Out of 66 flux data points, six were flagged as possible outliers (flags three onward). The CO2SYS was also used with DIC and TA pairs to estimate the Revelle factor, omega aragonite (&#x3a9;<sub>AR</sub>), HCO<sub>3</sub>, and CO<sub>3</sub>. Lastly, the pH in total scale was derived through the CO2SYS using the same specific settings and found to be less variable than <italic>in situ</italic> measurements, displaying a smaller error. We performed a full uncertainty propagation analysis, which yielded the following average errors: pH<sub>T</sub> (&#xb1; 0.022), pCO<sub>2W</sub> (&#xb1; 30.17 &#xb5;atm), total alkalinity (TA: &#xb1; 9 &#xb5;mol kg<sup>-1</sup>), dissolved inorganic carbon (DIC: &#xb1; 3 &#xb5;mol kg<sup>-1</sup>), salinity (&#xb1; 0.20 PSU), and temperature (&#xb1; 0.08 &#xb0;C). These values fall within acceptable ranges for carbonate system studies and support the reliability of our calculated FCO<sub>2</sub> values at Gorgona.</p>
<p>Daily images of Chl-a were downloaded from the Ocean Colour Climate Change Initiative (OC-CCI; version 3.1) for the studied period. The OC&#x2013;CCI is a merged Level 3 product with a spatial resolution of 4 km, available at <ext-link ext-link-type="uri" xlink:href="http://www.oceancolour.org/">http://www.oceancolour.org/</ext-link>. The OC-CCI Chl-a dataset is retrieved by combining the observational data from the MERIS (MEdium spectral Resolution Imaging Spectrometer) sensor of the European Space Agency, the SeaWiFS (Sea-viewing Wide-Field-of-view Sensor) and MODIS-Aqua (Moderate-resolution Imaging Spectroradiometer-Aqua) sensors from the National Aeronautics and Space Administration (NASA-USA), and the VIIRS (Visible and Infrared Imaging Radiometer Suite) from the National Oceanic and Atmospheric Administration (NOAA-USA). The remote sensing reflectance data derived from the sensors were merged by band-shifting and bias-correcting the MERIS, MODIS, and VIIRS data to match the SeaWiFS data. Due to the complexity of the study region, version 3.1 of the OC-CCI product was selected as it improves the performance of the ocean color data in coastal Case-2 waters compared to earlier versions that primarily focus on open ocean waters. Finally, total monthly Chl-a values were obtaining by averaging the Chl-a of the seven sampling stations, resulting in a relative total Chl-a concentration for the entire sampling region.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Statistical analyses</title>
<p>The analysis began with a Shapiro-Wilk test, which indicated that the flux magnitude data does not follow a normal distribution (S-W, P = 0.01877, W = 0.95, n = 60), repeating this for pCO<sub>2w</sub> and &#x394;pCO<sub>2</sub> components, respectively (S-W, p = 0.147 and 0.134, W = 0.97 and 0.96, n = 60 and 60), indicating that the variables associated with flux do not follow a normal distribution either. Hence, the Box-Cox methodology was applied to transform FCO<sub>2</sub> data into a normal distribution. Furthermore, a Welch <italic>F</italic> test in the case of unequal variances was applied to all the variables of interest (FCO<sub>2</sub>, pCO<sub>2w</sub>, &#x394;pCO<sub>2</sub>, SST, SSS, TA, DIC, and Chl-a) which showed that these different data groups have equal variance (W-F, F = 2.512E<sup>-4</sup>, df = 200.3, p = 1.855E<sup>-304</sup>). Moreover, a t-test (parametric) was used to analyze differences between the two flux periods: Upwelling (January to March of 2022) and Post-upwelling (November to December of 2021 and April to July of 2022). We used a One-way ANOVA to compare different flux magnitudes across the nine months, and then an a posteriori t-test. Additionally, a Spearman linear correlation was run to explore relationships between pCO<sub>2w</sub> and SST, SSS, TA, DIC, and Chl-a.</p>
<p>Normalizations to observe the pCO<sub>2w</sub> sensitivity were conducted as follows: we used the maximum values for salinity and temperature (32.06 units and 28.1 &#xb0;C, respectively) setting the maximum value for salinity first, as a constant, while leaving the TA, DIC, and temperature values corresponding to each data point to evaluate the effect of salinity over the pCO<sub>2w</sub>, repeating the same process but substituting the temperature for the recorded maximum, and leaving salinity as measured (CO2SYS). Then, we recalculated the pCO<sub>2w</sub> and plot the difference between the pCO<sub>2w</sub> with <italic>in situ</italic> salinity against the recalculated pCO<sub>2w</sub> that uses the maximum recorded salinity. 49 &#xb5;atm higher, in average, was the pCO<sub>2w</sub> difference by using max salinity effect. Regarding a normalization with maximum temperature, the same procedure was followed where the maximum recorded temperature was constant, and the remaining variables used the corresponding values, revealing an average pCO<sub>2w</sub> difference of 31 &#xb5;atm higher than with the observed temperatures (<xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>) in the CO2SYS (<xref ref-type="bibr" rid="B83">Lewis and Wallace, 1998</xref>). Thus, it is clear that salinity has a larger influence (relative percentage) than temperature regarding the pCO<sub>2w</sub> variability observed throughout the year. To complement these normalizations, we assessed the uncertainty associated with pCO<sub>2w</sub> by incorporating the potential error of &#xb1;30.17 &#x3bc;atm into our flux calculations, recalculating them and comparing them to the original estimates.</p>
<p>In addition, to define climatic-oceanographic periods, a Principal Component Analysis (PCA) was performed using the latest version of R Studio software. The PCA used the following variables: month, season, SST, SSS, pCO<sub>2</sub>w, pH<sub>T</sub>, DIC, Chl-a, to review if there are spatio-temporal FCO<sub>2</sub> groups. Furthermore, to clearly separate both seasons we used several atmospheric/climatic variables, such as total monthly precipitation (mm), average sea surface temperature (SST), average pH (total), average surface water partial CO<sub>2</sub> pressure (pCO<sub>2w</sub>), and average CO<sub>2</sub> fluxes (mmol m<sup>-2</sup> d<sup>-1</sup>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Zonal Ekman Transport and Ekman pumping</title>
<p>The Zonal Ekman Transport (ZET) was obtained following the methodology of <xref ref-type="bibr" rid="B9">Bakun and Nelson (1991)</xref> by using weekly wind data obtained from the CCMP product (<ext-link ext-link-type="uri" xlink:href="https://www.remss.com/measurements/ccmp/">https://www.remss.com/measurements/ccmp/</ext-link>). For the calculation, we follow the equation:</p>
<disp-formula>
<mml:math display="block" id="M3"><mml:mrow><mml:mi>Z</mml:mi><mml:mi>E</mml:mi><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mn>1</mml:mn><mml:mrow><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mi>w</mml:mi></mml:msub><mml:mi>f</mml:mi></mml:mrow></mml:mfrac><mml:mi>&#x3c4;</mml:mi></mml:mrow></mml:math>
</disp-formula>
<p>where <italic>&#x3c1;<sub>&#x3c9;</sub></italic> is the density of seawater, which is assumed constant at 1025 kg m<sup>&#x2212;3</sup>; <italic>f</italic> is the Coriolis parameter and <italic>&#x3c4;</italic> is the wind stress for the studied area.</p>
<p>The wind stress (&#x3c4;) was computed from the weekly wind fields as follows:</p>
<disp-formula>
<mml:math display="block" id="M4"><mml:mrow><mml:mi>&#x3c4;</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mi>a</mml:mi></mml:msub><mml:msub><mml:mi>C</mml:mi><mml:mi>d</mml:mi></mml:msub><mml:mrow><mml:mo>|</mml:mo><mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mn>10</mml:mn></mml:mrow></mml:msub></mml:mrow><mml:mo>|</mml:mo></mml:mrow><mml:msub><mml:mi>V</mml:mi><mml:mrow><mml:mn>10</mml:mn></mml:mrow></mml:msub></mml:mrow></mml:math>
</disp-formula>
<p>where <italic>C<sub>d</sub></italic> = 0.0015 is the drag coefficient, <italic>&#x3c1;<sub>a</sub></italic> = 1.2 kg m<sup>&#x2212;3</sup> is the mean air density, and V<sub>10</sub> is the wind speed at 10 m above the sea surface. The wind stress curl was estimated using the zonal and meridional components of the weekly wind stress:</p>
<disp-formula>
<mml:math display="block" id="M5"><mml:mrow><mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo>&#x2207;</mml:mo><mml:mo>&#xd7;</mml:mo><mml:mi>&#x3c4;</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mi>z</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:msub><mml:mi>&#x3c4;</mml:mi><mml:mi>y</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:mi>x</mml:mi></mml:mrow></mml:mfrac><mml:mo>&#x2212;</mml:mo><mml:mfrac><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:msub><mml:mi>&#x3c4;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mo>&#x2202;</mml:mo><mml:mi>y</mml:mi></mml:mrow></mml:mfrac></mml:mrow></mml:math>
</disp-formula>
<p>This procedure was performed for each grid point of the wind field by applying the centered finite difference algorithm, and the Ekman pumping velocity was estimated as follows:</p>
<disp-formula>
<mml:math display="block" id="M6"><mml:mrow><mml:mi>W</mml:mi><mml:mi>E</mml:mi><mml:mi>K</mml:mi><mml:mo>=</mml:mo><mml:mfrac><mml:mrow><mml:msub><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mo>&#x2207;</mml:mo><mml:mo>&#xd7;</mml:mo><mml:mi>&#x3c4;</mml:mi></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mi>z</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>f</mml:mi><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mi>w</mml:mi></mml:msub></mml:mrow></mml:mfrac><mml:mo>+</mml:mo><mml:mfrac><mml:mrow><mml:mi>&#x3b2;</mml:mi><mml:msub><mml:mi>&#x3c4;</mml:mi><mml:mi>x</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msup><mml:mi>f</mml:mi><mml:mn>2</mml:mn></mml:msup><mml:msub><mml:mi>&#x3c1;</mml:mi><mml:mi>w</mml:mi></mml:msub></mml:mrow></mml:mfrac></mml:mrow></mml:math>
</disp-formula>
<p>where <italic>&#x3c4;<sub>x</sub></italic> is the zonal wind stress component<italic>, &#x3b2; = (2&#x3a9;cos&#x3c6;/R)</italic> is the latitudinal variability of the Coriolis parameter (<italic>f = 2&#x3a9;sen&#x3c6;</italic>), R = 6,371,000 m is the radius of the earth and <italic>&#x3c1;<sub>w</sub></italic> = 1025 kg m<sup>&#x2212;3</sup> is the mean water density. This methodology has been previously used on the Northeast Tropical Pacific (<xref ref-type="bibr" rid="B71">Kessler, 2006</xref>) and Panama Bight region (<xref ref-type="bibr" rid="B33">Devis-Morales et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al., 2020</xref>).</p>
<p>Previous studies have indicated an interplay between the Ekman transport due to alongshore winds and Ekman pumping due to offshore wind stress curl playing an important role due to their relative contributions for upwelling/downwelling dynamics. For instance, in the northern Chilean upwelling system, the vertical transport induced by coastal divergence (ZET) represented the 60% of the annual total upwelling, however, the Ekman pumping also displayed an important contribution of 40%, indicating that the largest differences between these mechanisms occur at spatial scale. That is, coastal ZET predominated in areas with low orography and headlands, whereas WEK was higher in regions with high orography and the presence of embayments (<xref ref-type="bibr" rid="B14">Bravo et&#xa0;al., 2016</xref>). Similar findings were observed in three typical upwelling systems of the South China Sea, showing temporal and spatial differences, highlighting regions where WEK had the same intensity as ZET, even doubling the amount of upwelling predicted solely considering the coastal divergence (<xref ref-type="bibr" rid="B143">Wang et&#xa0;al., 2013</xref>). Those physical mechanisms and their coupling are important to be explored because the physical transfer of water properties and nutrients from the deep to the surface ocean is strongly related to the vertical supply, which also involves important effects on primary productivity, changes in the water column mixing/stratification and associated water masses, as well as, in the local chemical processes (e.g., <xref ref-type="bibr" rid="B150">Williams and Follows, 2003</xref>; <xref ref-type="bibr" rid="B107">Pasquero et&#xa0;al., 2005</xref>). According to this, we assess both mechanisms (ZET and WEK) in this study, in order to relate its contributions to the maintenance of biological production (in terms of Chl-a) and key changes of the carbonate system.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Mix model</title>
<p>To identify potential processes (physical mixing and biological) and explain the variability observed in carbonate system parameters (<italic>e.g.</italic>, pCO<sub>2w,</sub> DIC, TA, and O<sub>2</sub>), we employed a three-endmember mixing model following established methodologies in oceanographic studies that developed the analysis of sea water from mixing triangles without assumption of isopycnic mixing (<xref ref-type="bibr" rid="B138">Tomczak, 1981</xref>; <xref ref-type="bibr" rid="B108">Paulmier et&#xa0;al., 2011</xref>; Kahl et&#xa0;al., 2018). This approach identifies water endmembers, in order to describe the thermohaline variability due to mixing, using conservative tracers (salinity and potential temperature) to construct a mixing triangle. The contribution of the water masses considered (M<sub>k,i</sub>) to a given sample &#x2018;i&#x2019; can be calculated by solving the followings determined system of three linear equations:</p>
<disp-formula>
<mml:math display="block" id="M7"><mml:mrow><mml:mn>1</mml:mn><mml:mo>=</mml:mo><mml:mo>&#xa0;</mml:mo><mml:mtext>&#x3a3;</mml:mtext><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M8"><mml:mrow><mml:msub><mml:mi>S</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mtext>&#x3a3;</mml:mtext><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>&#xb7;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>S</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math>
</disp-formula>
<disp-formula>
<mml:math display="block" id="M9"><mml:mrow><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>&#x3b8;</mml:mi><mml:mi>i</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mtext>&#xa0;&#x3a3;</mml:mtext><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>M</mml:mi><mml:mrow><mml:mi>K</mml:mi><mml:mo>,</mml:mo><mml:mi>i</mml:mi></mml:mrow></mml:msub><mml:mo>&#xb7;</mml:mo><mml:mo>&#xa0;</mml:mo><mml:msub><mml:mi>&#x3b8;</mml:mi><mml:mi>k</mml:mi></mml:msub></mml:mrow></mml:math>
</disp-formula>
<p>Where k is the water mass endmembers (1,2 and 3) and &#x2018;i&#x2019; is the sample number (from 1 to 60). S<sub>k</sub> and &#x3b8;<sub>k</sub> are the thermohaline characteristics of the k-water mass endmember (<xref ref-type="bibr" rid="B138">Tomczak, 1981</xref>). Finally, it computes expected conservative values due to physical mixing processes (DIC<sub>mix</sub>, TA<sub>mix</sub>, and O<sub>2mix</sub>) for the non-conservative variables measured <italic>in situ</italic> (DIC, TA, and O<sub>2</sub>). DIC<sub>mix</sub> is defined as the fraction of dissolved inorganic carbon whose variability (R&#xb2; from the regression DIC<sub>mix</sub> vs. DIC) can predominantly be attributed to physical mixing. The complementary variability (1 &#x2013; R&#xb2;) is then attributed to biogeochemical processes, isolated through residual analysis (<italic>e.g.</italic>, &#x394;DIC = observed DIC &#x2013; DIC by mixing) and quadrant plots of &#x394;DIC vs. &#x394;O<sub>2</sub>, where quadrants indicate net production (positive &#x394;DIC, positive &#x394;O<sub>2</sub>), photosynthesis (negative &#x394;DIC, positive &#x394;O<sub>2</sub>) ammonification (negative &#x394;DIC, negative &#x394;O<sub>2</sub>) or respiration/remineralization (positive &#x394;DIC, negative &#x394;O<sub>2</sub>) (<xref ref-type="bibr" rid="B108">Paulmier et&#xa0;al., 2011</xref>; Kahl et&#xa0;al., 2018).</p>
<p>Initially, we constructed T-S diagrams from the full spatiotemporal dataset (13 months, 7 stations, 0&#x2013;80 m depth) to define three endmembers representing distinct sources of variability and mixing in the area. The river endmember (1; river-influenced) exhibited low salinity (26.81), TA (1750 &#xb5;mol kg<sup>-1</sup>), and DIC (1763 &#xb5;mol kg<sup>-1</sup>), with high temperature (27.94 &#xb0;C) and O<sub>2</sub> (174 &#xb5;mol kg<sup>-1</sup>). The transitional endmember (2) showed intermediate values: salinity (33.06), TA (2138 &#xb5;mol kg<sup>-1</sup>), DIC (1867 &#xb5;mol kg<sup>-1</sup>), temperature (27.28 &#xb0;C), and O<sub>2</sub> (123 &#xb5;mol kg<sup>-1</sup>). Finally, the oceanic endmember (3; oceanic influenced) featured high salinity (35.38), TA (1999 &#xb5;mol kg<sup>-1</sup>), and DIC (1989 &#xb5;mol kg<sup>-1</sup>), with low temperature (14.26 &#xb0;C) and O<sub>2</sub> (40 &#xb5;mol kg<sup>-1</sup>; Preciado et&#xa0;al., in Progress). All three water endmembers incorporate signals from multiple upstream sources, reflecting the complex dynamics of this estuarine system. For instance, the oceanic (3) endmember exhibited influence from at least four diverse origins, including Antarctic Intermediate Water signals (<xref ref-type="bibr" rid="B70">Kawabe and Fujio, 2010</xref>); the intermediate endmember (2) blends subsurface and riverine inputs; and the river endmember (1) primarily mixes freshwater with marine waters, potentially including remote eddy-transported surface waters and local coastal currents. We could not directly measure riverine carbonate parameters due to differences in instrumentation and chemistry, river itself even showed tidal intrusion of seawater from below during high tides, further complicating pure freshwater end-member isolation. Instead, riverine influence is inferred through its dilution effects on salinity and biogeochemistry, following a similar approach to <xref ref-type="bibr" rid="B58">Huang et&#xa0;al. (2022)</xref> and <xref ref-type="bibr" rid="B133">Sun et&#xa0;al. (2023)</xref>.</p>
<p>Once the mixing fractions are applied to compute expected DIC<sub>mix</sub> values under conservative mixing assumptions. Deviations from these expected values then highlighted non-conservative processes affecting DIC, which is a key objective of our biogeochemical analysis. DIC, TA, and O<sub>2</sub> are used as complementary information for the characterization of the endmembers, enabling us to perform the mixing model analysis and determine the sources of variability (physical-mixing or biogeochemical processes) for the non-conservative variables DIC, TA, and O<sub>2</sub>. This approach aligns with standard practices in estuarine and oceanic studies, where salinity and TA are often normalized or used to account for dilution and mixing effects before assessing non-conservative variables like DIC (<xref ref-type="bibr" rid="B17">Cai &amp; Wang, 1998</xref>; <xref ref-type="bibr" rid="B102">Oliveira et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B28">Courtney et&#xa0;al., 2021</xref>). For instance, while TA behaves conservatively in many open-ocean settings and correlates linearly with salinity (Millero et&#xa0;al., 1998; <xref ref-type="bibr" rid="B65">Jiang et&#xa0;al., 2014</xref>), the T-S framework was chosen due to its effectiveness in capturing thermohaline distinctions in Pacific Colombian dynamic estuarine system, influenced by high rainfall and runoff. In addition, to validate the implication of the biological removal in pCO<sub><sub>2</sub>w</sub> concentration, we used a complementary approach, such as &#x394;DIC together with cumulative monthly <italic>in situ</italic> Chl-a data to explain CO<sub>2</sub> consumption. These results (biological/temperature implications) were also validated by an analysis to calculate if physical or biological factors are implicated in the pCO<sub>2w</sub> concentrations found around Gorgona island, following the methodology described by <xref ref-type="bibr" rid="B136">Takahashi et&#xa0;al. (2002)</xref>, for more detail on the equations used see <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Table&#xa0;2</bold></xref>.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>The PCA (<xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>) revealed two distinct seasonal clusters: an upwelling period (January&#x2013;March) and a post-upwelling period (May&#x2013;July, November&#x2013;December) distributed across the space. Together, PC1 (45.5%) and PC2 (28.2%) explained 73.7% of the total variability. The biplane shows that post-upwelling months were characterized by warmer, CO<sub>2</sub>-enriched surface waters, whereas upwelling months reflected cooler, saltier, DIC-rich conditions and elevated pH<sub>T</sub>. Chlorophyll-a displayed an intermediate position, reflecting its role across both seasons. No spatial separation among sampling sites was detected, implying that despite local variability, temporal changes through upwelling and post-upwelling dynamics (e.g. rainfall and stratification) were the main driver of environmental variability around Gorgona Island.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>PCA test for stations and months considering the physicochemical variables SST, SSS, pCO<sub>2</sub>, pH, DIC, and Chl-a. Note the grouping in the left quadrants for the months of February and March (upwelling, blue rectangle), from the upper right quadrant, May, June, and July (rainier season; post-upwelling, orange rectangle), highlighting the two contrasting seasons. The x axes explain the main variability 45.5% and the second axis y 28.1%. The colors represent the different sites and their corresponding sampling months.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1633653-g003.tif">
<alt-text content-type="machine-generated">Biplot depicting PCA analysis with PC1 and PC2 axes explaining 45.5% and 28.2% of variance, respectively. Multicolored points represent months categorized by site: AN, AS, GN, GS, ON, OS, RG. Variables PH, CHLA, SST, pCO2, SSS, and DIC are illustrated with vectors. Blue shaded area indicates &#x201c;Upwelling"; orange shaded area indicates &#x201c;Post-Upwelling."</alt-text>
</graphic>
</fig>
<p>The two seasonal periods were verified through the atmospheric/climatic variables showing significant differences between upwelling and post-upwelling. That is, total monthly precipitation (M-W, Z = 2.203, p = 0.027, n Post-upwelling = 6 months, n Upwelling = 3), average sea surface temperature (SST; M-W, Z = 2.2132, p = 0.0268, n Post-upwelling = 6, n Upwelling = 3), average pH (total; M-W, Z = 2.2039, p = 0.027532, n Post-upwelling = 6, n Upwelling = 3), average surface water partial CO<sub>2</sub> pressure (pCO<sub>2w</sub>; M-W, Z = 2.1947, p = 0.028186, n Post-upwelling = 6, n Upwelling = 3) and average CO<sub>2</sub> fluxes (mmol m<sup>-2</sup> d<sup>-1</sup>; M-W, Z = 2.0045, p = 0.071429, n Post-upwelling = 6, n Upwelling = 3). Specifically, during post-upwelling we found significantly higher: (I) Monthly average precipitation (746 &#xb1; 214 vs 165 &#xb1; 82 mm) due to the increased influence of the ITCZ and a moderate La Ni&#xf1;a year; (II) Average sea surface temperature (27.5 &#xb1; 0.4 &#xb0;C vs. 26.5 &#xb1; 0.2 &#xb0;C); and (III) Average pCO<sub>2w</sub> and CO<sub>2</sub> Fluxes (567 &#xb1; 64 &#x3bc;atm vs. 450 &#xb1; 55 &#x3bc;atm, and 0.2 &#xb1; 0.09 mmol CO<sub>2</sub> m<sup>-2</sup> d<sup>-1</sup> vs. 0.1 &#xb1; 0.06 mmol CO<sub>2</sub> m<sup>-2</sup> d<sup>-1</sup>, respectively). Contrasting, in upwelling, we found a higher significant total pH mean (7.8697 vs 7.9686, respectively).</p>
<sec id="s3_1">
<label>3.1</label>
<title>Air&#x2013;sea CO<sub>2</sub> exchange</title>
<p>During the moderate 2021&#x2013;2022 La Ni&#xf1;a event, surface waters around Gorgona displayed a near-neutral net CO<sub>2</sub> flux (0.0105 &#xb1; 0.0001 mol C m<sup>-2</sup>) over the nine sampled months, with a bimodal pattern driven by upwelling and post-upwelling wet season (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). Throughout the upwelling season, cooler, saltier waters reached the surface (shallow thermocline), coinciding with the observed low pCO<sub>2w</sub> values (below atmospheric levels, mean pCO<sub>2A</sub> = 461 &#xb1; 92.8 &#x3bc;atm and negative &#x394;pCO<sub>2</sub>, see <xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4A&#x2013;E</bold></xref>), resulting in near-zero to weakly negative FCO<sub>2</sub> (February&#x2013;March, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4F</bold></xref>). This is additionally in line with elevated DIC and TA (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4G, H</bold></xref>). In contrast, during the post-upwelling period, the fluxes were slightly positive (0.0093 &#xb1; 0.0001 mol C m<sup>-2</sup>) with an average pCO<sub>2w</sub> of 567 &#xb1; 97.5 &#x3bc;atm (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4D</bold></xref>). Similarly, monthly fluxes also differed significantly between periods (Welch test, F = 2.5 &#xd7; 10<sup>-4</sup>, p&lt; 1 &#xd7; 10<sup>-300</sup>; n = 9), peaking in June (2.5 mmol C m<sup>-2</sup> month<sup>-1</sup>) and reaching a minimum in March (&#x2013;0.1 mmol C m<sup>-2</sup> month<sup>-1</sup>). Therefore, markedly higher fluxes were observed during the post-upwelling compared to the upwelling season when including the seven stations sampled per month (t = 4.91, critical t = 2.00, p = 7.8 &#xd7; 10<sup>-6</sup>; n = 21 vs. 39; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4F</bold></xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Monthly cycle of: <bold>(A)</bold> Average sea surface temperature (SST). <bold>(B)</bold> Average sea surface salinity (SSS). <bold>(C)</bold> Average thermocline depth (meters). <bold>(D)</bold> Average pCO<sub>2W</sub> with average pCO<sub>2A</sub> mark (418 &#xb5;atm) indicated with a black horizontal line. <bold>(E)</bold> Average &#x394;pCO<sub>2</sub> with zero delta mark indicated with a black horizontal line. <bold>(F)</bold> Average FCO<sub>2</sub> with zero magnitude mark indicated with a black horizontal line. <bold>(G)</bold> Average Dissolved Inorganic Carbon (DIC). <bold>(H)</bold> Average Total Alkalinity (TA). <bold>(I)</bold> Average pH in total scale. <bold>(J)</bold> Average bicarbonate (HCO3). <bold>(K)</bold> Average carbonate (CO32-). <bold>(L)</bold> Average Saturation state of aragonite (&#x3a9;AR). <bold>(M)</bold> Accumulated Chlorophyll concentration (Chl-a). <bold>(N)</bold> Average Revelle Factor. <bold>(O)</bold> Boxplot comparing FCO2 values between upwelling (January, February, March) and post-upwelling (November, December, April, May, June, July) evidencing statistical differences (T test, T = 4,908, Tc = 2.001, p = 7.80E-6, N = 21 vs 39, respectively). Monthly measurements&#xa0;around Gorgona near the surface (&#x2264; 3 m), standard error is illustrated as a black vertical line on each data point. Note that &#x3a9; AR data starts above 1.2, indicating possible but suboptimal calcification throughout the sampled period.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1633653-g004.tif">
<alt-text content-type="machine-generated">A series of line graphs labeled A to N and O displaying various oceanographic parameters over several months. Charts display trends for Average SST, SSS, Thermocline depth, pCO2w, &#x394;pCO2, FCO2, DIC, TA, pH, HCO3-, CO3-, and &#x3a9;AR. The graphs show distinct seasonal changes with blue-shaded areas highlighting specific periods. Panel O is a box plot comparing FCO2 during upwelling and post-upwelling phases. Each graph includes error bars to indicate variability.</alt-text>
</graphic>
</fig>
<p>Comparably, the average pCO<sub>2w</sub> trend (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4D</bold></xref>) during the upwelling season evidences surface pCO<sub>2w</sub> hovering moderately above atmospheric values in January (near 513 &#xb5;atm <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4D</bold></xref>; atmospheric reference value ~418 &#xb5;atm, horizontal black line), but dips towards/just below atmospheric level by March (minimum average 397 &#xb5;atm). Correspondingly, a post-upwelling spike in pCO<sub>2w</sub> increases values up to ~700 &#xb5;atm in May, around 1.7 times higher than atmospheric values, which drives a large positive &#x394;pCO<sub>2</sub> and outgassing (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4E</bold></xref>). Thereafter, pCO<sub>2w</sub> slightly decreases until July, but remains well above atmospheric values (~580 &#x2013; 590 &#xb5;atm).</p>
<p>The &#x394;pCO<sub>2</sub> values in eight of the nine months were above the atmospheric pCO<sub>2A</sub> - (between 50 and 260 micro atmospheres). However, during the upwelling season, there is a reduction in pCO<sub>2w</sub>, causing it to be less saturated than the pCO<sub>2</sub> of the surrounding atmosphere. Thus, March evidenced less pCO<sub>2</sub> in the water than in the air (negative &#x394;pCO<sub>2</sub>, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4E</bold></xref>) which is reflected with near-zero/negative FCO<sub>2</sub> (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4F</bold></xref>). Transition to the post-upwelling (higher rain and streamflow season; April-July) was also evident through the progressive increment in CO<sub>2</sub> peaking during May (&#x394;pCO<sub>2</sub> &#x2273; +250 &#xb5;atm; more pCO<sub>2</sub> in the ocean than in the surrounding air) and then stabilizing, as reflected in the average CO<sub>2</sub> flux (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4F</bold></xref>).</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Physical oceanographic conditions of sea surface temperature and salinity</title>
<p>The coolest temperatures were recorded during upwelling (~26&#x2013;26.5 &#xb0;C). Rapid warming of the surface water was observed in April (~28 &#xb0;C) lasting until July (&gt;27 &#xb0;C). The shown warming is concurrent with the sharp rise in pCO<sub>2w</sub> (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4A, D</bold></xref>). Average salinity was&lt; 31 during the nine months, meanwhile, the highest salinity was recorded during upwelling (31.2 in March). From April to July (post-upwelling months) a steady drop in salinity was measured, coinciding with the peak of precipitation/river discharge (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). Hence, markedly brackish water was observed (low-alkalinity via dilution), related to pCO<sub>2w</sub> increase (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4B, D, H</bold></xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Key parameters of the carbonate system: total alkalinity, pH<sub>T</sub>, and dissolved inorganic carbon</title>
<p>The highest pH<sub>T</sub> was measured in March (8.01), chemically consistent with reduced pCO<sub>2w</sub> values and less riverine/precipitation influence (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4I</bold></xref>). Then, pH<sub>T</sub> began to decline during April and May (recorded a minimum of 7.81 in May) and stabilized after during June and July. Meanwhile, DIC start increasing between November and January (~1,700&#x2013;1750 &#xb5;mol kg<sup>-1</sup>) reaching its highest values in April (1,815 &#xb5;mol kg<sup>-1</sup>) and May (~1800 &#xb5;mol kg<sup>-1</sup>). After, there was a general decrease from May onward (~1,790&#x2013;1,650 &#xb5;mol kg<sup>-1</sup> by July; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4G</bold></xref>).</p>
<p>The dominant DIC species, bicarbonate (HCO<sub>3</sub><sup>-</sup>), remained relatively stable from November to February (~1,550&#x2013;1,600 &#xb5;mol/kg, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4J</bold></xref>) then increased sharply from March&#x2013;April (~1,720 &#xb5;mol/kg) in line with the highest DIC/TA values. Thereafter, HCO<sub>3</sub><sup>-</sup> decreased gradually during the post-upwelling season (May&#x2013;July) mirroring the reduction in DIC/TA.</p>
<p>Carbonate ion (CO<sub>3</sub><sup>2-</sup>) values showed a clearer seasonal signal. They peaked during the upwelling months (January&#x2013;March: ~170 and 180 &#xb5;mol/kg, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4K</bold></xref>) in agreement with higher pH<sub>T</sub> and &#x3a9;<sub>AR</sub> (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4I, L</bold></xref>). Afterwards, CO<sub>3</sub><sup>2-</sup> concentrations decreased during the post-upwelling period, sharply decreasing in April to ~150 &#xb5;mol/kg, then rebounding slightly during May to ~170 &#xb5;mol/kg, and finally steadily decreasing to its minimum values from June to July (114&#x2013;118 &#xb5;mol/kg) coinciding with lower pH<sub>T</sub>, elevated Revelle Factor, and reduced &#x3a9;<sub>AR</sub>.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Biological proxy signals</title>
<p>Monthly accumulated Chl-a (sum of seven stations) was relatively high during the sampling period (~16&#x2013;19 mg m<sup>-</sup>&#xb3;, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4M</bold></xref>), with average Chl-a of 1.09 &#x2013; 2.77 mg m<sup>-</sup>&#xb3; per sampled site (see <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2</bold></xref>). A marked increase from February to March was observed (16 &#x2013; 19.4 mg m<sup>-</sup>&#xb3;). Afterwards, Chl-a values remain high during May (17.2 mg m<sup>-</sup>&#xb3;) until July with ~18 mg m<sup>-</sup>&#xb3; (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Key chemistry parameters of oceanic chemistry: Revelle Factor and omega aragonite</title>
<p>The Revelle Factor (RF, <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4N</bold></xref>) and &#x3a9;-aragonite (&#x3a9;<sub>AR</sub>) displayed an inverse relationship. The lowest RF values (9.9) occurred in March, coinciding with weakened or even collapsed stratification (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4C</bold></xref>), when &#x3a9;<sub>AR</sub> reached its peak (2.8). In contrast, RF increased during the post-upwelling season, rising from April and reaching &#x2265;12 by July, concurrent with the lowest &#x3a9;<sub>AR</sub> values (1.9), indicating suboptimal conditions for calcification. As expected, &#x3a9;<sub>AR</sub> was inversely proportional to pH<sub>T</sub> (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4I, L</bold></xref>), while RF varied inversely with SST.</p>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Seasonal drivers of the carbonate system variability</title>
<p>Seasonal variability in dissolved inorganic carbon (DIC), its mixing component (DIC<sub>mix</sub>), and related drivers highlighted the coupled influence of physical circulation and biological activity (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). During the upwelling season, lower &#x394;DIC values coincided with reduced pCO<sub>2w</sub> and CO<sub>2</sub> fluxes, whereas in the post-upwelling season both DIC and pCO<sub>2w</sub> increased together with intensified Ekman transport and pumping (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5B&#x2013;D</bold></xref>). Regional chlorophyll-a distributions also followed these seasonal shifts, with peaks during February&#x2013;March and again in May&#x2013;July (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5C</bold></xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Temporal variability of DIC, DIC<sub>mix</sub>, DeltaDIC and accumulated <italic>in situ</italic> Chl-a values in <bold>(A)</bold>. Monthly average values of wind and pCO<sub>2w</sub> of the <italic>in situ</italic> sampling stations in <bold>(B)</bold>. For comparison and higher resolution analysis, weekly data of regional satellite Chl-a data from the OC-CCI product (<ext-link ext-link-type="uri" xlink:href="https://www.oceancolour.org/">https://www.oceancolour.org/</ext-link>) was coupled with weekly Ekman pumping (WEK in <bold>C</bold>) and Zonal Ekman Transport values (ZET in <bold>D</bold>). Weekly wind fields for the above calculations were obtained from the CCMP Wind Vector Analysis Product (<uri xlink:href="https://www.remss.com/measurements/ccmp/">https://www.remss.com/measurements/ccmp/</uri>). Note that the left-panels consider the <italic>in situ</italic> sampling period between Nov/2021 to Jul/2022, while the right-panels consider a full year of variability including months before, during (black rectangular box), and after the sampling period (Sept/2021 to Sept/2022). Transparent blue rectangle indicates the upwelling period from January to March 2022.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1633653-g005.tif">
<alt-text content-type="machine-generated">Four panels of line graphs displaying environmental data over time. Panel A shows DIC levels from November 2021 to July 2022. Panel B illustrates wind speed and pCO2w from November 2021 to July 2022. Panel C depicts chlorophyll-a and wind effects from September 2021 to October 2022. Panel D displays chlorophyll-a and ZET from September 2021 to October 2022. Each panel includes a sampling period and various metrics on each axis.</alt-text>
</graphic>
</fig>
<p>Complementary evidence from a temperature&#x2013;salinity (T&#x2013;S) diagram (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6A</bold></xref>) underscored the role of mixing in shaping carbonate chemistry. Mixing calculations indicated that up to ~79% of the observed DIC could be explained by conservative mixing of&#xa0;three endmembers, while the residual ~19% reflected non-conservative processes (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6B</bold></xref>). The correlation between&#xa0;&#x394;DIC and &#x394;O<sub>2</sub> (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6C</bold></xref>) suggested that aerobic remineralization and nitrification were the dominant biological drivers of this residual variability. Physical processes dominated DIC variability, as indicated by the strong correlation between DICmix and DIC (R&#xb2; = 0.79, <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6B</bold></xref>). In contrast, respiration explained a smaller but measurable fraction of the variance (&#x394;DIC&#x2013;&#x394;O<sub>2</sub>, R&#xb2; = 0.19; <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6C</bold></xref>). Together, these results highlight that both physical and biological controls on DIC ultimately influenced its relationship with pCO<sub>2w</sub>, consistent with the significant negative correlation observed between the two variables (Q = &#x2013;0.71, p&lt; 0.001, n = 60; <xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4D, G</bold></xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Temperature-salinity (T-S) diagram <bold>(A)</bold>. Data points color-coded by dissolved inorganic carbon (DIC) concentration (&#x3bc;mol kg<sup>-1</sup>). The points represent observed oceanographic sampled depths throughout the year. The numbered labels (1-3) denote the end members of distinct water masses, with their respective salinity (S), potential temperature (T), and DIC values. The solid red lines connecting these end members outline the considered mixing triangles. Positive regression between DIC<sub>mix</sub> and DIC <bold>(B)</bold>. Physical process explains 78.8% of the DIC measured (DIC<sub>mix</sub>). The remaining percentage is explained by biogeochemical processes (19%). &#x394;DIC (biological processes) and &#x394;O<sub>2</sub> (&#xb5;mol/kg) relationship (<bold>C</bold>; explaining 19%), where sampling points were mainly distributed within quadrants I and III (as shown in <xref ref-type="bibr" rid="B68">Kahl, 2018</xref>), suggesting aerobic remineralization and nitrification, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1633653-g006.tif">
<alt-text content-type="machine-generated">Panel A shows a T-S diagram with density lines and colored dots representing DIC levels. A red triangular region is highlighted. Panel B is a scatter plot showing a positive correlation between DICmix and DIC with an equation y = 0.8354x + 276.82 and R&#xb2; = 0.7889. Panel C is a grid of four quadrants correlating Delta DIC and Delta O&#x2082;, showing a trend line with the equation y = -0.7405x - 15.541 and R&#xb2; = 0.1933.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>DIC dynamics</title>
<p>The physical mixing of the water mass contributes significantly to explaining the DIC values &#x200b;&#x200b;in the system (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6A</bold></xref>) as validated by the relationship between DIC<sub>mix</sub> and DIC (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6B</bold></xref>; ~78% of variability) and the seasonal variability of WEK and ZET (<xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5C, D</bold></xref>). Therefore, DIC increased from November to May (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5A</bold></xref>) and then decreased from June to July. During La Ni&#xf1;a 2021-2022, estuarine dynamics were strongly modulated by horizontal and vertical exchanges between marine and freshwater sources. High-frequency tides (up to 4 per day, with amplitudes of 5 m; Cauca tide table 2021&#x2013;2022) mixed riverine and oceanic waters, while mesoscale eddies and Ekman-Zonal transport introduced deep offshore waters into the system (<xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al., 2020</xref>; <xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5C, D</bold></xref>). Wind speed and direction generate local coastal currents, with north-south surface flow above the thermocline and south-north flow in subsurface waters (<italic>in situ</italic> observations); and upwelling and subsidence cycles (downwelling; <xref ref-type="fig" rid="f5"><bold>Figures&#xa0;5C, D</bold></xref>) producing three water masses with different densities along the vertical profile (up to 80 m; see <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6A</bold></xref>). Peaks in DIC between January and March coincided with intensified WEK and ZET which enhanced vertical injection of CO<sub>2</sub> and TA rich subsurface waters, when freshwater dilution and stratification was weaker (lower relative rain and precipitation; <xref ref-type="fig" rid="f2"><bold>Figures&#xa0;2B, D</bold></xref>). Even so, elevation of DIC values could also be due to a gradual increase of bicarbonate and carbonate in the system (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4J, K</bold></xref>), when acidic sub-superficial waters (&#x3a9;<sub>AR</sub> values sometimes below 1.5, Preciado A., unpublished data) could dissolve the reef structure, bringing the increased DIC signal to the surface. From April to July, the relative decrease in DIC reflected dilution by enhanced river discharge and weaker zonal inputs. The residual variability (~19%) was linked to respiration and remineralization, as evidenced by the correlation between &#x394;DIC and &#x394;O<sub>2</sub> where DIC increased but O<sub>2</sub> decreased (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6C</bold></xref>; O<sub>2</sub> levels reached 60 &#xb5;mol/kg) and pCO<sub>2w</sub> values were elevated. However, this respiration hypothesis requires further studies in the study site, to understand its contribution in DIC variability.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Seasonal FCO<sub>2</sub> variability</title>
<p>The seasonal variability of FCO<sub>2</sub> in Gorgona during the study period resulted from the system shifting from post-upwelling, dominated by southerly trade winds, higher precipitation and river dominated system to upwelling, dominated by northern winds, less precipitation, and lower river discharge, and then back to post-upwelling season. During post-upwelling, a slight positive increase in FCO<sub>2</sub> is related to the extensive plume of water from coastal rivers (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>) originating from a 44% increase in river flow during the study period (<italic>e.g.</italic>, the Guapi River with 103 m&#xb3; s<sup>-1</sup>; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2D</bold></xref>), this plume extended for more than 60 km from the coast (as observed by floating logs on the field), forming a large estuary with an average salinity of 29.51 units (SD &#xb1; 1.56). Thus, following the definitions of <xref ref-type="bibr" rid="B30">Dai et&#xa0;al. (2013)</xref> and <xref ref-type="bibr" rid="B89">McKee et&#xa0;al. (2004)</xref>, our study area can be classified as a system dominated by riverine inputs. During the post-upwelling season, pCO<sub>2W</sub> values &#x200b;&#x200b;were relatively high (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4D</bold></xref>), ranging from 378 to 839 &#x3bc;atm (average 567 &#x3bc;atm), peaking in May, in line with high SST (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>), and &#x394;pCO<sub>2</sub> ranging from 47 &#x3bc;atm to 418 &#x3bc;atm. Our results agree with <xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al. (2025)</xref>, where rivers via remineralization could explain the high pCO<sub>2w</sub> values &#x200b;during moderate La Ni&#xf1;a years (see <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6C</bold></xref>). But also, the increased freshwater discharge could also diminish CO<sub>2</sub> fluxes, simultaneously, under La Ni&#xf1;a (<xref ref-type="bibr" rid="B117">Reimer et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al., 2025</xref>), via nutrient excess and phytoplankton bloom. During upwelling season, the average water temperature decreased to 26.53 &#xb0;C, but the average salinity remained below 30, confirming the rivers influence on surface waters. Likewise, the pCO<sub>2W</sub> was relatively lower, ranging from 316 to 626 &#x3bc;atm (average 461 &#xb1; 92 &#x3bc;atm), with minimum values &#x200b;&#x200b;in March, coinciding with the lowest surface temperature (26.11 &#xb0;C) and highest salinity (28.39). During this period, FCO<sub>2</sub> reached negative or near neutral values (between 0.3 and -0.1 mmol m<sup>-2</sup> d<sup>-1</sup>), with similarly low &#x394;pCO<sub>2</sub> values, ranging from &#x2013;101 &#x3bc;atm to 93 &#x3bc;atm. Despite theory indicating that upwelling during a moderate La Ni&#xf1;a should increase the CO<sub>2</sub> flux to the atmosphere (<xref ref-type="bibr" rid="B72">Kim et&#xa0;al., 2017</xref>), this was not observed in our study site. Similar dynamics <italic>i.e.</italic>, low or negative net fluxes despite upwelling have been reported in tropical estuarine systems where upwelled DIC is rapidly consumed by phytoplankton blooms which counterbalance the physical delivery of dissolved carbon (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B142">Vargas et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B10">Bouillon, 2011</xref>; <xref ref-type="bibr" rid="B52">Giraldo et&#xa0;al., 2011</xref>). Monthly patterns and flux directions were preserved when calculated using the propagated pCO<sub>2w</sub> error, including the neutral/slight sink observed in March, with only December and June showing greater variability. Net flux differences over the nine-month period remained negligible (original net flux = 0.0105 mol C m<sup>-2</sup>, positive error net flux = 0.0133 mol C m<sup>-2</sup>, negative error net flux = 0.0077 mol C m<sup>-2</sup>) indicating a net total difference of &#xb1;0.0028 mol C m<sup>-2</sup>, confirming the robustness of our results.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Temporal pCO<sub>2W</sub> variability and key associated variables: salinity, temperature, dissolved inorganic carbon and &#x394;O<sub>2</sub></title>
<p>The temporal variability of pCO<sub>2W</sub> was shaped by the combined effects of salinity, temperature, DIC, and &#x394;O<sub>2</sub> variables were correlated with pCO<sub>2W</sub> values. Salinity showed the strongest and most significant correlation with pCO<sub>2w</sub> (Q = &#x2013;0.96; p = 1.77E<sup>&#x2013;36</sup>, n = 60) reflecting the strong influence of river discharge and freshwater dilution, particularly during post-upwelling months, which differs from many oceanic regions where temperature is typically the main driver of FCO<sub>2</sub> variability (<xref ref-type="bibr" rid="B129">S&#xe9;f&#xe9;rian et&#xa0;al., 2013</xref>). Ekman-driven processes contributed to FCO<sub>2</sub> variability by vertical mixing processes (upwelling, downwelling; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5C</bold></xref>) that reduce salinity up to 40-60m, modifying the depth of the mixed layer over time. Sea surface temperatures recorded at the study site were relatively high (26.1&#x2013;28.1 &#xb0;C), as foreseen at equatorial latitudes, due to maximum solar insolation (<xref ref-type="bibr" rid="B127">Saraswat, 2011</xref>). On the other hand, sea surface temperature also correlated positively with pCO<sub>2w</sub> (Spearman Q = 0.42313, p = 0.0007, n = 61; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4A</bold></xref>), in line with previous findings by <xref ref-type="bibr" rid="B153">Zhai et&#xa0;al. (2005)</xref>, who reported higher pCO<sub>2w</sub> values &#x200b;&#x200b;during warmer seasons. During the post-upwelling, the increase in SST from April to June aligned with increases in pCO<sub>2W</sub>, &#x394;pCO<sub>2</sub>, and FCO<sub>2</sub>. As a result, the observed trend is consistent with the thermodynamic relationships between temperature and CO<sub>2</sub> solubility (<xref ref-type="bibr" rid="B66">Johnson et&#xa0;al., 2010</xref>), even though sea surface temperature alone did not fully explain the FCO<sub>2</sub> variability. Furthermore, we assessed the relative influence of salinity and temperature to pCO<sub>2W</sub> by performing a sensitivity test which fixed one of the variables (salinity or temperature) while allowing the other to vary in the CO2SYS, recalculating pCO<sub>2w</sub>. This approach allowed us to isolate the individual effect of each parameter (see <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;1</bold></xref>). Results showed that salinity explained a larger proportion of the variance &#x2013; particularly in June and July when riverine CO<sub>2</sub> inputs were strongest, supporting the findings of <xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al. (2025)</xref> who also observed that river influence on salinity in the Colombian Caribbean exerts a greater control on pCO<sub>2w</sub> than temperature. The lower salinity observed in June (post-upwelling) was associated with higher pCO<sub>2w</sub> values, consistent with dilution by freshwater input and potential organic and inorganic matter increase from riverine mangrove sources (<xref ref-type="bibr" rid="B104">Palacios Pe&#xf1;aranda et&#xa0;al., 2019</xref>). The observed negative relationship between DIC and pCO<sub>2W</sub> reflects the seasonal interplay of physical and biological processes at Gorgona. During upwelling, physical mixing and water mass advection introduced CO<sub>2</sub>-rich subsurface waters, but biological drawdown suppressed pCO<sub>2w</sub> provided by the sea and rivers. On the contrary, during the post-upwelling phase, the DIC increases and then decreases, due to the antagonistic relationship between the mixture (ZET, WEK; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>) that, like respiration processes (oxygen reduction; <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>), provide pCO<sub>2w</sub> (and DIC), and the photosynthetic activity, which consumes it or the excess of fresh water that dilutes the DIC (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>).</p>
<p>Overall, the patterns in <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref> suggest that physical mixing and dilution were the primary controls of DIC variability, consistent with estuarine systems where hydrodynamic forcing often dominates carbon system fluctuations (<xref ref-type="bibr" rid="B23">Clark et&#xa0;al., 2022</xref>). Nevertheless, biological processes such as respiration and photosynthesis clearly modulated the signal, producing seasonal configurations of DIC&#x2013;pCO<sub>2W</sub> values that reflect the co-occurrence of both physical and biogeochemical drivers. Similar interactions have been reported in estuarine environments by <xref ref-type="bibr" rid="B1">Ahad et&#xa0;al. (2008)</xref> and <xref ref-type="bibr" rid="B114">Qui&#xf1;ones-Rivera et&#xa0;al. (2022)</xref>, where strong physical control is complemented by meaningful, localized biological contributions. As anticipated, pH&#x2019;s relationship to pCO<sub>2w</sub> was inverse (<xref ref-type="bibr" rid="B109">Peng et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B55">Hans-Rolf and Fritz, 2023</xref>; <xref ref-type="bibr" rid="B115">Ramaekers et&#xa0;al., 2023</xref>), and direct with &#x3a9;<sub>AR</sub> (See <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4I</bold></xref>), which is similar to the relationship described by <xref ref-type="bibr" rid="B42">Feely et&#xa0;al. (2009)</xref>, in our case also in agreement with the highest salinity values. In addition, high pH<sub>T</sub> values during March were coupled with consumption of CO<sub>2</sub> by phytoplankton (lowered pCO<sub>2w</sub>), and higher buffer capacity in the system (high TA; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>), which is similar to cases reported by <xref ref-type="bibr" rid="B16">Cai et&#xa0;al. (2011)</xref> and <xref ref-type="bibr" rid="B88">Macdonald et&#xa0;al. (2009)</xref> in coastal and estuarine systems (low SSS), despite relatively high DIC values. This condition favors coral reef or marine organisms&#x2019; calcification, although the &#x3a9;<sub>AR</sub> remained below 3, suggesting thermodynamically possible, yet suboptimal conditions (<xref ref-type="bibr" rid="B120">Ries et&#xa0;al., 2009</xref>). On the other hand, pH<sub>T</sub> decreased during post-upwelling, to its minimum values (May; 7.81), as did TA (~1800 &#xb5;mol kg<sup>-1</sup>, Refer to <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4H</bold></xref>), when the pCO<sub>2w</sub> was at its maximum, thereby lowering the &#x3a9;<sub>AR</sub> below 2.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Biological processes</title>
<p>The apparent suppression of CO<sub>2</sub> fluxes under upwelling conditions contradicted expectations from classical upwelling theory (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B72">Kim et&#xa0;al., 2017</xref>), which generally predicts enhanced CO<sub>2</sub> outgassing as deeper, carbon-rich waters reach the surface. Instead, rapid phytoplankton uptake offset the physical inputs (rivers, subsurface water, advection, atmosphere, and other sources). Evidence for this mechanism comes from strongly negative &#x394;DIC values in February and March (<xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6D</bold></xref>), indicating intense CO<sub>2</sub> consumption, and from the inverse relationship between surface pCO<sub>2w</sub> and cumulative Chl-a concentrations (<xref ref-type="fig" rid="f4"><bold>Figures&#xa0;4D, M</bold></xref>; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5A</bold></xref>). This agrees with the findings of <xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al. (2020)</xref> who reported peak productivity around Gorgona during March, based on multi-annual satellite observations. Both their long-term satellite information and our average and accumulated Chl-a data (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4M</bold></xref>) confirm that the coastal waters near Gorgona sustain relatively high phytoplankton biomass throughout the year, with average concentrations exceeding 2.45 mg m<sup>-3</sup> in both seasons, and accumulated values surpassing 16 mg m<sup>-3</sup> (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4M</bold></xref>; <xref ref-type="supplementary-material" rid="SM1"><bold>Supplementary Figure&#xa0;2</bold></xref>).</p>
<p>According to <xref ref-type="bibr" rid="B25">Corredor-Acosta et&#xa0;al. (2020)</xref> the sustained Chl-a signal on the Colombian Pacific coast is modulated by rising waters along the Panama Bight during the upwelling season and river discharges (see also <xref ref-type="bibr" rid="B121">Rodr&#xed;guez-Rubio et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B33">Devis-Morales et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B51">Giraldo et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B51">2008</xref>; <xref ref-type="bibr" rid="B52">2011</xref>). Therefore, the productivity observed in Gorgona is attributed to the constant input of nutrients (<xref ref-type="bibr" rid="B52">Giraldo et&#xa0;al., 2011</xref>), coming from both, subsurface waters and the nearby Pat&#xed;a&#x2013;Sanquianga deltaic complex (~50 km), which contributes total suspended solids (23.2 mg L<sup>-1</sup>), nitrates (33.55 &#xb5;g L<sup>-1</sup>), and phosphates (&lt;2 &#xb5;g L<sup>-1</sup>; <xref ref-type="bibr" rid="B52">Giraldo et&#xa0;al., 2011</xref>). These inputs, according to INVEMAR (2019&#x2013;2022) result in high Chl-a concentrations near the coast (~0.9 mg m<sup>-3</sup>) compared to areas farther from the island (~0.3 mg m<sup>-3</sup>). Additionally, the coastal phytoplankton around Gorgona is dominated by large diatoms and dinoflagellates which support a zooplankton biomass up to seven times greater (89 g/100 m&#xb3;) than the regional average for the Colombian Pacific (12 g/100 m&#xb3;; <xref ref-type="bibr" rid="B98">Murcia Ria&#xf1;o and Giraldo L&#xf3;pez, 2007</xref>; <xref ref-type="bibr" rid="B52">Giraldo et&#xa0;al., 2011</xref>). Therefore, zooplankton also facilitates carbon export through marine snow, contributing to remineralization in the water column and up approximately 90&#x2013;100 m depth (<xref ref-type="bibr" rid="B4">Alldredge, 1984</xref>; <xref ref-type="bibr" rid="B142">Vargas et&#xa0;al., 2007</xref>) which further aids in pCO<sub>2w</sub> modulation at the surface (WEK, <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5C</bold></xref>). The persistence of such high productivity effectively modulates surface pCO<sub>2w</sub> by enhancing phytoplanktonic CO<sub>2</sub> uptake, thereby reducing the magnitude of air-sea fluxes. Without this sustained biological activity, surface waters around Gorgona would likely accumulate greater CO<sub>2</sub> excesses and display substantially higher efflux to the atmosphere during La Ni&#xf1;a years.</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Potential drivers for low CO<sub>2</sub> flux</title>
<p>The near-neutral to slightly positive CO<sub>2</sub> fluxes observed around Gorgona can be understood as the outcome of several interacting climatic&#x2013;oceanographic processes. As shown, the system displays marked seasonal variability, yet overall fluxes remained low to neutral compared with other tropical Pacific or estuarine sites. Three main drivers appear to regulate this behavior: wind-driven exchange, vertical stratification, and the buffering capacity of surface waters.</p>
<p>Wind speeds during the study period were consistently low (mean&lt;5 m s<sup>-1</sup>; range: 2.1&#x2013;6.4 m s<sup>-1</sup>; <xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>), which limited the efficiency of gas transfer. Since air&#x2013;sea CO<sub>2</sub> fluxes are jointly governed by wind speed and the air&#x2013;sea CO<sub>2</sub> partial pressure gradient (&#x394;pCO<sub>2</sub>), the absence of high-wind events (&gt;10 m s<sup>-1</sup>; <xref ref-type="bibr" rid="B113">Prytherch et&#xa0;al., 2010</xref>) meant that surface&#x2013;atmosphere exchange remained weak throughout most of the year. Even when &#x394;pCO<sub>2</sub> values were favorable for outgassing, limited wind-driven turbulence constrained fluxes to the atmosphere.</p>
<p>Vertical stratification further reinforced this suppression. The water column at Gorgona remained strongly stratified for most of the year, with the thermocline&#x2013;halocline&#x2013;pycnocline complex typically lying between 11 and 40 m depth (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4C</bold></xref>). This effectively isolated subsurface CO<sub>2</sub>-enriched waters from the surface, preventing their sustained transfer into the mixed layer. Only in March, during the shoaling of the thermocline (to ~11 m), did subsurface waters briefly reach the surface, temporarily breaking stratification. Yet even under these conditions, fluxes remained near-neutral rather than shifting strongly positive.</p>
<p>This apparent contradiction can be explained by the buffering capacity of surface waters. Revelle Factor (RF) values were lowest during upwelling (January&#x2013;March; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4N</bold></xref>), indicating a high resistance of surface waters to changes in pCO<sub>2W</sub> despite inputs of dissolved inorganic carbon (DIC) from below. As a result, increases in subsurface DIC did not translate into proportional rises in surface pCO<sub>2W</sub>, thus preventing strong efflux. By contrast, RF increased during the post-upwelling period (May&#x2013;July; <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4N</bold></xref>), when surface waters became more sensitive to DIC changes. Nevertheless, stratification was then strongest, reducing the vertical supply of CO<sub>2</sub>-rich subsurface waters and limiting fluxes.</p>
<p>Taken together, these mechanisms explain why Gorgona exhibited suppressed CO<sub>2</sub> efflux during both upwelling and post-upwelling conditions. Wind limitation constrained the physical transfer of CO<sub>2</sub>, stratification acted as a barrier separating sources from the surface, and buffering capacity modulated the extent to which subsurface DIC inputs could alter surface pCO<sub>2W</sub>. This combination is consistent with earlier findings in the Colombian Caribbean (<xref ref-type="bibr" rid="B117">Reimer et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al., 2025</xref>), where La Ni&#xf1;a&#x2013;driven stratification similarly reduced CO<sub>2</sub> outgassing. At Gorgona, therefore, the interplay of seasonal stratification and surface carbonate chemistry set the stage for fluxes that remained near-neutral, even under physical conditions that would normally favor enhanced CO<sub>2</sub> release.</p>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Gorgona&#x2019;s CO<sub>2</sub> fluxes in the context of global and regional estimates</title>
<p>To enable comparison of our nine-month flux record with annual estimates reported in literature, we estimated the three missing post-upwelling months (August to October 2020) in order to derive a potential annual flux. This approximation was based on our <italic>in situ</italic> measurements from six post-upwelling months that correspond to the rainy (wetter) season, a period which also encompasses the missing months. From these six months, we calculated a mean monthly flux of 0.00024 &#xb1; 0.0001 mol C m&#xb2;. Using this value, we estimated the flux for the three missing months (0.0007 mol C m&#xb2;; net positive flux) and added it to the nine-month total (0.01049 &#xb1; 0.000148 mol C m&#xb2;) yielding a potential annual flux of 0.0112 &#xb1; 0.00015 mol C m&#xb2; yr<sup>-1</sup>. Interpolation of missing FCO<sub>2</sub> data has been applied previously (e.g., <xref ref-type="bibr" rid="B68">Kahl, 2018</xref>). Nevertheless, we emphasize that the estimated three-month flux is a hypothetical approximation intended only for comparison purposes, and should be validated with additional <italic>in situ</italic> measurements.</p>
<p>This approach revealed a neutral to weakly positive net air-sea CO<sub>2</sub> flux at Gorgona Island (FCO<sub>2</sub> = 0.0112 &#xb1; 0.00015 mol C m<sup>-2</sup> yr<sup>-1</sup>; ~0.031 mmol C m<sup>-2</sup> d<sup>-1</sup>) being an order of magnitude lower than those reported by <xref ref-type="bibr" rid="B31">Dai et&#xa0;al. (2022)</xref> for non-ENSO years (0.8&#x2013;1.0 mol C m<sup>-2</sup> yr<sup>-1</sup>), and close to the lower limit of the global range reported by <xref ref-type="bibr" rid="B151">Wong et&#xa0;al. (2022)</xref> for surface ocean carbon fluxes (0&#x2013;1.5 mol C m<sup>-2</sup> yr<sup>-1</sup>); highlighting potential regional divergence from global modeling outputs (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>CO<sub>2</sub> fluxes between air and sea in different geographic areas.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Location</th>
<th valign="middle" align="center">Long.</th>
<th valign="middle" align="center">Lat.</th>
<th valign="middle" align="center">Continent</th>
<th valign="middle" align="center">CO<sub>2</sub> Flux (mol C m<sup>-2</sup> yr<sup>-1</sup>)</th>
<th valign="middle" align="center">ENSO state</th>
<th valign="middle" align="center">Reference</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">Southeast Asia</td>
<td valign="middle" align="center">115&#xb0;E</td>
<td valign="middle" align="center">2.2&#xb0;S</td>
<td valign="middle" align="center">AS</td>
<td valign="middle" align="center">0.86 &#xb1; 17</td>
<td valign="middle" align="center">Moderate Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B80">Laurelle et&#xa0;al. (2013)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Northern Australia</td>
<td valign="middle" align="center">125&#xb0;E</td>
<td valign="middle" align="center">8.9&#xb0;S</td>
<td valign="middle" align="center">OC</td>
<td valign="middle" align="center">0.11 &#xb1; 15.7</td>
<td valign="middle" align="center">Moderate Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B80">Laurelle et&#xa0;al. (2013)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Caribbean Sea</td>
<td valign="middle" align="center">75&#xb0;W</td>
<td valign="middle" align="center">14.5&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">0.66 &#xb1; 4.5</td>
<td valign="middle" align="center">Moderate Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B80">Laurelle et&#xa0;al. (2013)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Tropical Ocean</td>
<td valign="middle" align="center">90&#xb0;E &#x2013; 90&#xb0;W</td>
<td valign="middle" align="center">20&#xb0;S &#x2013; 20&#xb0;N</td>
<td valign="middle" align="center">NA/SA</td>
<td valign="middle" align="center">2.4 &#xb1; 0.05</td>
<td valign="middle" align="center">Moderate Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B80">Laurelle et&#xa0;al. (2013)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Matla Estuary</td>
<td valign="middle" align="center">88&#xb0;E</td>
<td valign="middle" align="center">20&#xb0;N</td>
<td valign="middle" align="center">AS</td>
<td valign="middle" align="center">2.3 + 0.5</td>
<td valign="middle" align="center">Strong Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B2">Akhand et&#xa0;al. (2016)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Patos Lagoon</td>
<td valign="middle" align="center">52.5&#xb0;W</td>
<td valign="middle" align="center">6&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">-13.9 &#x2013; 19.7</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B3">Albuquerque et&#xa0;al. (2022)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Omani coast</td>
<td valign="middle" align="center">59&#xb0;E</td>
<td valign="middle" align="center">20&#xb0;N</td>
<td valign="middle" align="center">AS</td>
<td valign="middle" align="center">-0.9 &#xb1; 0.03</td>
<td valign="middle" align="center">Strong Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B94">Millero et&#xa0;al. (1998)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">South China Sea (North)</td>
<td valign="middle" align="center">116&#xb0;E</td>
<td valign="middle" align="center">22&#xb0;N</td>
<td valign="middle" align="center">AS</td>
<td valign="middle" align="center">0.86 &#xb1; 0.04</td>
<td valign="middle" align="center">Weak Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B153">Zhai et&#xa0;al. (2005)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">South China Sea (North)</td>
<td valign="middle" align="center">116&#xb0;E</td>
<td valign="middle" align="center">22&#xb0;N</td>
<td valign="middle" align="center">AS</td>
<td valign="middle" align="center">0.4 &#xb1; 0.2</td>
<td valign="middle" align="center">Weak Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B85">Li et&#xa0;al. (2022b)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Eastern Equatorial Pacific Ocean</td>
<td valign="middle" align="center">90&#xb0;W - 165&#xb0;E</td>
<td valign="middle" align="center">5&#xb0;N - 10&#xb0;S</td>
<td valign="middle" align="center">NA/SA - OC</td>
<td valign="middle" align="center">2 &#xb1; 1</td>
<td valign="middle" align="center">Weak Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B26">Cosca et&#xa0;al. (2003)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Equatorial Pacific Ocean</td>
<td valign="middle" align="center">270&#xb0;E</td>
<td valign="middle" align="center">3&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">0.20 &#xb1; 0.02</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B141">Vaittinada Ayar et&#xa0;al. (2022)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Red Sea</td>
<td valign="middle" align="center">42.8&#xb0;E</td>
<td valign="middle" align="center">13.4&#xb0;N</td>
<td valign="middle" align="center">AS/AF</td>
<td valign="middle" align="center">0.01 &#xb1; 0.001</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B59">Hydes et&#xa0;al. (2012)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Gulf of Nicoya</td>
<td valign="middle" align="center">-84.9&#xb0;W</td>
<td valign="middle" align="center">9.6&#xb0;N</td>
<td valign="middle" align="center">CA</td>
<td valign="middle" align="center">-0.02 &#xb1; 0.001</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B103">Palacios Moreno and Pinto Tovar (1992)</xref> (SOCAT)</td>
</tr>
<tr>
<td valign="middle" align="center">Arafura Sea</td>
<td valign="middle" align="center">136.3&#xb0;E</td>
<td valign="middle" align="center">-9.9&#xb0;S</td>
<td valign="middle" align="center">OC</td>
<td valign="middle" align="center">-0.01 &#xb1; 0.001</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B59">Hydes et&#xa0;al. (2012)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Amazon River plume</td>
<td valign="middle" align="center">-52.5&#xb0;W</td>
<td valign="middle" align="center">6&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">-12.78 &#xb1; 0.02</td>
<td valign="middle" align="center">Weak Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B74">Kortzinger (2003)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Equatorial Pacific</td>
<td valign="middle" align="center">125&#xb0;W</td>
<td valign="middle" align="center">3&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">0.3 &#xb1; 0.1</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B78">Landsch&#xfc;tzer et&#xa0;al. (2022)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Equatorial Pacific</td>
<td valign="middle" align="center">125&#xb0;W</td>
<td valign="middle" align="center">3&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">1.5 &#xb1; 0.03</td>
<td valign="middle" align="center">Strong Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B26">Cosca et&#xa0;al. (2003)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Tropical Eastern Pacific</td>
<td valign="middle" align="center">-81&#xb0;W</td>
<td valign="middle" align="center">4.7&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">-0.05 &#xb1; 0.01</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B80">Laurelle et&#xa0;al. (2013)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Subarctic Pacific</td>
<td valign="middle" align="center">145&#xb0;E</td>
<td valign="middle" align="center">50&#xb0;N</td>
<td valign="middle" align="center">AN</td>
<td valign="middle" align="center">0.7 &#xb1; 0.5</td>
<td valign="middle" align="center">Moderate Ni&#xf1;o</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B144">Wang et&#xa0;al. (2018)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">North Pacific Shelf</td>
<td valign="middle" align="center">118&#xb0;W</td>
<td valign="middle" align="center">28&#xb0;N</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">0.35 &#xb1; 0.07</td>
<td valign="middle" align="center">Weak Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B64">Jersild et&#xa0;al. (2017)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">North Pacific Shelf</td>
<td valign="middle" align="center">117&#xb0;W</td>
<td valign="middle" align="center">31&#xb0;N</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center">0.043 &#xb1; 0.01</td>
<td valign="middle" align="center">NA</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B117">Reimer et&#xa0;al. (2013)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Colombian Atlantic</td>
<td valign="middle" align="center">77&#xb0;W</td>
<td valign="middle" align="center">10&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">0.25 &#xb1; 0.05</td>
<td valign="middle" align="center">Weak Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B141">Vaittinada Ayar et&#xa0;al. (2022)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Caribbean Coast</td>
<td valign="middle" align="center">74&#xb0;W</td>
<td valign="middle" align="center">11&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">0.02 &#xb1; 0.01</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center"><xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al. (2025)</xref></td>
</tr>
<tr>
<td valign="middle" align="center">Equatorial Pacific Coast</td>
<td valign="middle" align="center">78&#xb0;W</td>
<td valign="middle" align="center">3&#xb0;N</td>
<td valign="middle" align="center">SA</td>
<td valign="middle" align="center">0.0112 &#xb1; 0.0001</td>
<td valign="middle" align="center">Moderate Ni&#xf1;a</td>
<td valign="middle" align="center">This study (2021-2022)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>It is important to note the flux difference when comparing systems at low latitudes, even during ENSO years. The similarity of the flux in the Colombian Pacific with tropical systems in the western Pacific Ocean is observed, even if they are located in Asia or Oceania. The abbreviations for continents are: AS, Asia; OC, Oceania; SA, South America; NA, North America; AF, Africa; CA, Central America; AN, Antarctica; EN, El Ni&#xf1;o and LN, La Ni&#xf1;a. The ENSO state is based on the ONI index from NOAA. Note that the value for this study is the predicted yearly flux for easier literature comparison.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The Gorgona fluxes were also markedly lower than those observed in other tropical and coastal systems. For instance, at similar equatorial latitudes (~3&#xb0;N), <xref ref-type="bibr" rid="B64">Jersild et&#xa0;al. (2017)</xref> and <xref ref-type="bibr" rid="B78">Landsch&#xfc;tzer et&#xa0;al. (2022)</xref> reported fluxes exceeding 0.3 &#xb1; 0.1 mol C m<sup>-2</sup> yr<sup>-1</sup> during moderate La Ni&#xf1;a conditions. Pacific Ocean continental shelves exhibit values between 0.2 and 0.35 mol C m<sup>-2</sup> yr<sup>-1</sup> (<xref ref-type="bibr" rid="B64">Jersild et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B141">Vaittinada Ayar et&#xa0;al., 2022</xref>), while the North Pacific shelf, even under non-ENSO conditions, registers around 0.043 mol C m<sup>-2</sup> yr<sup>-1</sup> (<xref ref-type="bibr" rid="B117">Reimer et&#xa0;al., 2013</xref>). These regional differences suggest that local environmental controls strongly limit the air-sea CO<sub>2</sub> exchange in the Eastern Tropical Pacific, particularly near Gorgona. Consistent with this interpretation, <xref ref-type="bibr" rid="B119">Ricaurte-Villota et&#xa0;al. (2025)</xref> documented similarly low to near-neutral fluxes in the Colombian Caribbean under La Ni&#xf1;a conditions, attributing them to high rainfall, enhanced stratification, and strong biological uptake. These drivers mirror those identified in our study, reinforcing the idea that La Ni&#xf1;a exerts a suppressive effect on CO<sub>2</sub> release in this region. Comparable mechanisms have also been described in Arctic continental shelves, where freshwater inputs from rivers and ice melts (together with seasonal ice coverage) enhanced stratification, restricting gas exchange and contributing to low or near-neutral fluxes (<xref ref-type="bibr" rid="B39">Else et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B92">Miller et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B97">Mu et&#xa0;al., 2020</xref>).</p>
<p>Furthermore, comparison with other tropical systems reinforces our findings. Similar low or near-neutral fluxes have been reported in Costa Rica&#x2019;s Gulf of Nicoya (Pfeil et&#xa0;al., 2013) and other areas of the Eastern Tropical Pacific (<xref ref-type="bibr" rid="B80">Laurelle et&#xa0;al., 2013</xref>).</p>
<p>Estuarine systems by contrast, tend to show higher fluxes and yearly variability (<xref ref-type="bibr" rid="B21">Chen et&#xa0;al., 2013</xref>). For example, the Matla estuary in India exhibits high annual fluxes of 2.3 mol C m<sup>-2</sup> yr<sup>-1</sup> (<xref ref-type="bibr" rid="B2">Akhand et&#xa0;al., 2016</xref>) over 10 times greater than the estimated CO<sub>2</sub> flux around Gorgona, and the Patos Lagoon in Brazil ranges from -13.9 to 19.7 mol C m<sup>-2</sup> yr<sup>-1</sup> attributed to changes in freshwater input and phytoplankton activity (<xref ref-type="bibr" rid="B3">Albuquerque et&#xa0;al., 2022</xref>). Meanwhile Asian tropical estuaries average around 8.1 mol C m<sup>-2</sup> yr<sup>-1</sup> (<xref ref-type="bibr" rid="B21">Chen et&#xa0;al., 2013</xref>) which are also substantially higher than our estimated yearly fluxes. However, comparable near-neutral fluxes were reported in the Arafura and Red Seas under similar La Ni&#xf1;a conditions (<xref ref-type="bibr" rid="B59">Hydes et&#xa0;al., 2012</xref>).</p>
<p>Although global models (<italic>e.g.</italic>, <xref ref-type="bibr" rid="B31">Dai et&#xa0;al., 2022</xref>) and some regional studies do not explicitly separate ENSO phases, this distinction is essential for accurately characterizing flux dynamics in equatorial regions such as Gorgona. Prior literature indicates that La Ni&#xf1;a conditions can reduce FCO<sub>2</sub> by 0.2&#x2013;0.4 mol C m<sup>-2</sup> yr<sup>-1</sup> in the Pacific region, compared to El Ni&#xf1;o or neutral years, aligning with the low values observed in this study (<xref ref-type="bibr" rid="B19">Chavez et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B77">Landsch&#xfc;tzer et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B90">McKinley et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B105">Park et&#xa0;al., 2010</xref>).</p>
<p>Our findings challenge the assumption that upwelling-dominated systems and estuarine environment are high CO<sub>2</sub> emitters, especially under La Ni&#xf1;a conditions. Since in our tropical coastal area FCO<sub>2</sub> is sensitive to atmospheric conditions (wind velocity, precipitation, solar radiation), freshwater discharge, physical dynamic (vertical-horizontal water movement), vertical stratification, upwelling events, carbonate chemistry and biological uptake. Future research should incorporate higher-resolution temporal data, uncertainty analyses in &#x394;pCO<sub>2</sub>, and ENSO-phase-specific studies (and neutral/non-ENSO years) to improve carbon flux estimates in this and similar tropical estuarine systems.</p>
</sec>
<sec id="s4_7">
<label>4.7</label>
<title>Methodological considerations and recommendations</title>
<p>Our study did not include measurements of &#x3b4;&#xb9;&#xb3;C-DIC, which limits our ability to trace the biogeochemical sources and transformations of dissolved inorganic carbon. This isotopic parameter is a powerful tool for distinguishing between marine, terrestrial, and anthropogenic carbon inputs, and for assessing the extent of biological activity and remineralization. Its absence constrains our interpretation of carbon cycling dynamics, particularly under varying ENSO conditions. We suggest that future sampling campaigns incorporate &#x3b4;&#xb9;&#xb3;C-DIC analysis to enhance source attribution and improve the mechanistic understanding of CO<sub>2</sub> flux variability in coastal upwelling systems. Additionally, we did not directly measure nutrients, which limits our ability to consider them in the CO2SYS calculations, specifically those which are proton acceptors (e.g. phosphates, silicates, ammonia), which can have effects on the computation of certain carbonate system parameters under high nutrient loads. We recommend that future sampling efforts incorporate nutrient measurements for improved flux and carbonate system calculations.</p>
<p>It is important to consider methodological differences when comparing with other studies. Although references such as <xref ref-type="bibr" rid="B44">Feely et&#xa0;al. (2004</xref>, <xref ref-type="bibr" rid="B43">2006</xref>) and <xref ref-type="bibr" rid="B59">Hydes et&#xa0;al. (2012)</xref> offer context, disparities in sampling protocols, spatial resolution, and ecosystem type limit the scope of direct comparison. Finally, we recommend a long-term monitoring program taking water samples to estimate in the lab the couple DIC/TA, this will allow to compare the CO<sub>2</sub> flux variability between ENSO events and neutral conditions. An inexpensive discrete sampling based on our experience for Gorgona National Park could be to take water samples for 2&#x2013;4 contrasting months.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The estimated air-sea CO<sub>2</sub> flux at Gorgona Island (near 3&#xb0;N in the Eastern Equatorial Pacific) was close to neutral (0.0104 mol C m<sup>-2</sup>) during the nine sampled months under La Ni&#xf1;a conditions. Gorgona displayed a bimodal regime: (I) a predominantly post-upwelling system for six months, characterized by slightly positive to near-neutral fluxes, augmented river discharge and rainfall, elevated sea surface temperatures (&gt;27.4 &#xb0;C), and high pCO<sub>2W</sub> (567 &#x3bc;atm in average); and (II) three months of upwelling, with neutral or weakly negative fluxes (&#x2013;0.1 &#xb1; 0.07 g C m<sup>-2</sup> day<sup>-1</sup>), associated with CO<sub>2</sub> rich subsurface waters (nutrient rich) and phytoplankton uptake (minimum values of DeltaDIC aligned with the Chl-a maximum).</p>
<p>Although subsurface waters and coastal rivers deliver CO<sub>2</sub> to the surface, the intense and persistent stratification from low TA/DIC freshwater (high Revelle factor values; stratification starting at 10 to 45 m), reinforced by warmer surface waters, and freshwater downwelling, effectively limits CO<sub>2</sub> venting to the atmosphere. The estimated air-sea CO<sub>2</sub> flux at Gorgona Island aligns with global estimates proposed by <xref ref-type="bibr" rid="B151">Wong et&#xa0;al. (2022)</xref>. Still is lower than those predicted by the model of <xref ref-type="bibr" rid="B31">Dai et&#xa0;al. (2022)</xref>, suggesting the influence of local biogeochemical processes. In summary, under La Ni&#xf1;a conditions, characterized by rainfall and river runoff (mean SSS = 29.5 &#xb1; 1.5) the combined effects of low wind speeds (&lt;5 m s<sup>-1</sup>), vertical stratification, and the biological activity appear to explain the net neutral balance in the air-sea CO<sub>2</sub> flux in this region. This study highlights the importance of integrating local physical and biological coastal processes (hydrography) when estimating region-specific CO<sub>2</sub> fluxes (in both magnitude and direction); additionally, long temporal <italic>in situ</italic> measurements under ENSO events such as El Ni&#xf1;o and Neutral conditions are needed to compare with La Ni&#xf1;a FCO<sub>2</sub> findings.</p>
<p>Nevertheless, the overall trend of low fluxes during La Ni&#xf1;a, as shown across tropical estuaries and coastal systems, supports the hypothesis that this event suppresses CO<sub>2</sub> efflux through enhanced freshwater delivery and weakened ocean-atmosphere coupling. However, the hypothesis of high positive fluxes during El Ni&#xf1;o or neutral years, when rainfall and upwelling are reduced at Gorgona, needs further investigation through seasonal and interannual monitoring campaigns including physical and biogeochemical variables.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets generated for this study can be found in the NOAA - National Centers for Environmental Information (NCEI; Accession Number 0300558). (NCEI; URL, <uri xlink:href="https://www.ncei.noaa.gov/data/oceans/ncei/ocads/metadata/0300558.html">https://www.ncei.noaa.gov/data/oceans/ncei/ocads/metadata/0300558.html</uri>).</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>SG: Writing &#x2013; original draft, Formal analysis, Data curation, Writing &#x2013; review &amp; editing, Visualization, Software, Investigation, Validation, Methodology. AA: Conceptualization, Validation, Data curation, Supervision, Methodology, Project administration, Investigation, Resources, Writing &#x2013; review &amp; editing, Funding acquisition, Visualization, Formal analysis. AM: Methodology, Investigation, Visualization, Writing &#x2013; review &amp; editing. AG: Investigation, Data curation, Methodology, Writing &#x2013; review &amp; editing. AC-A: Conceptualization, Visualization, Writing &#x2013; review &amp; editing, Formal analysis. JH-A: Conceptualization, Writing &#x2013; review &amp; editing, Visualization. LC: Writing &#x2013; review &amp; editing, Validation, Methodology, Formal analysis, Visualization. LK: Visualization, Methodology, Formal analysis, Writing &#x2013; review &amp; editing. DR-P: Writing &#x2013; review &amp; editing, Supervision, Validation, Methodology.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>The Ocean Foundation donated the GOA-ON in a Box kit, OA training, and grant support for equipment maintenance under the Memorandum of Understanding between Pontificia Universidad Javeriana and The Ocean Foundation (&#x201c;TOF&#x201d;). This research is part of the collaboration with the International COCAS project (2021-2030), Ocean Decade-United Nations (Leader Diana Ruiz Pino and Alban Lazar) <ext-link ext-link-type="uri" xlink:href="https://oceandecade.org/fr/actions/coastal-observatory-for-climate-co2-and-acidification-for-the">https://oceandecade.org/fr/actions/coastal-observatory-for-climate-co2-and-acidification-for-theglobal-south-society-cocas/</ext-link>. Dra. Andrea Corredor-Acosta thanks FONDECYT Postdoctoral Project No. 3230740 granted by the Chilean Agency for Research and Development (ANID). We also thank Parques Nacionales Naturales de Colombia - Gorgona for their logistical support at Gorgona (Christian D&#xed;az &#x2013; research head &amp; Monitoring of the Gorgona park), accommodation and boat, and the research permit No. 004 de 2020 - file number: OTRP 004-2020. To Camilo, Freddy, and Jaime for their help in the Ocean Acidification laboratory. To Juan Felipe Cifuentes for his field assistance (monitoring) and also to Gabriela Cervantes Diaz for her help in the laboratory analysis at the UABC. Thanks to Dr. Alan Giraldo of Universidad del Valle for funding research interns Cristian Claros, Sebasti&#xe1;n Ortiz, and Natalia Londo&#xf1;o, who collaborated with us in the field sampling. We thank Camilo Rodr&#xed;guez and Enrique Herman for their help during the long days of boat sampling and for hosting us in their home during our stay at Guapi. Finally, a huge thanks to my friends, Hugo Barata, Catalina Infante, Iv&#xe1;n Gonzales, Vinny Preiss, and my family, M&#xf3;nica Duque, Juan Pablo Guti&#xe9;rrez, and Emma Guti&#xe9;rrez for their never-ending support, without which this research would not have been possible.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2025.1633653/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2025.1633653/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/></sec>
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