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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1658207</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
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<title-group>
<article-title>Scientific advances and future trends in ocean carbon sink: an interdisciplinary review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Wei</surname><given-names>Hanbing</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<contrib contrib-type="author">
<name><surname>Deng</surname><given-names>Yuncheng</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
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<name><surname>Epa</surname><given-names>U. P. K.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Belle</surname><given-names>Branson D.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author">
<name><surname>Sharma</surname><given-names>Bibhya</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
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<name><surname>Zhang</surname><given-names>Haiwen</given-names></name>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Sa</surname><given-names>Haoxuan</given-names></name>
<xref ref-type="aff" rid="aff8"><sup>8</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>School of Law, Wuhan University</institution>, <city>Wuhan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Law School, Shanghai University</institution>, <city>Shanghai</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai)</institution>, <city>Zhuhai</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff4"><label>4</label><institution>Department of Zoology and Environmental Management, University of Kelaniya</institution>, <city>Dalugama</city>,&#xa0;<country country="lk">Sri Lanka</country></aff>
<aff id="aff5"><label>5</label><institution>Centre for Oceanography and the Blue Economy, The University of the West Indies</institution>, <city>Five Islands</city>, <country country="ag">Antigua and Barbuda</country></aff>
<aff id="aff6"><label>6</label><institution>School of Agriculture, Geography, Environment, Ocean &amp; Natural Sciences, University of the South Pacific</institution>, <city>Suva</city>,&#xa0;<country country="fj">Fiji</country></aff>
<aff id="aff7"><label>7</label><institution>Ocean College, Zhejiang University</institution>, <city>Zhoushan</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff8"><label>8</label><institution>School of Public Policy &amp; Management, China University of Mining and Technology</institution>, <city>Xuzhou</city>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Haoxuan Sa, <email xlink:href="mailto:sahaoxuan@gmail.com">sahaoxuan@gmail.com</email></corresp>
<fn fn-type="other" id="fn003">
<label>&#x2020;</label>
<p>These authors share first authorship</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-10-15">
<day>15</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>1658207</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wei, Deng, Epa, Belle, Sharma, Zhang and Sa.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wei, Deng, Epa, Belle, Sharma, Zhang and Sa</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-05">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>Ocean carbon sink is an emerging and interdisciplinary research area that plays a vital role in the global carbon cycle. This paper reviews recent scientific advancements in ocean carbon sink research, focusing on the mechanisms for capturing, utilizing, and sequestering atmospheric CO<sub>2</sub>, and highlights its contribution to climate change mitigation and adaptation. Using bibliometric analysis based on CiteSpace and data from the Web of Science and Scopus, we examine research hotspots and topic evolution through country collaboration, journal co-citation, and keyword co-occurrence networks. The findings show that ocean carbon sink research is shaped by complex scientific uncertainties and the integration of multiple disciplines. Current research hotspots include scientific advances, technological innovation, and governance challenges related to sustainable development. In general, recent studies emphasize the role of carbon sink, the value of nature, and the importance of precautionary management. This paper underlines the need for coordination between scientific and social dimensions of carbon sink functions, and it draws attention to the ethical aspects of carbon sink governance. It advocates for multi-stakeholder participation, precautionary governance, and policy-based financial system to support climate resilience and foster the sustainable development of the oceans.</p>
</abstract>
<kwd-group>
<kwd>ocean carbon sink</kwd>
<kwd>scientific advances</kwd>
<kwd>bibliometric analysis</kwd>
<kwd>climate change</kwd>
<kwd>sustainable development</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare financial support was received for the research and/or publication of this article. This research was funded by Innovation Group Project of Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) (SML2024SP026); UNDP Green and Digital Innovation Cooperation Project (01004047); China Postdoctoral Science Foundation (2023M733751) and Jiangsu Social Science Foundation (24XZB006).</funding-statement>
</funding-group>
<counts>
<fig-count count="7"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="189"/>
<page-count count="19"/>
<word-count count="9448"/>
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<custom-meta-group>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Ocean Solutions</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The oceans represent a vast and dynamic long-term carbon sink within the global carbon cycle (<xref ref-type="bibr" rid="B115">Nellemann et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B103">Liu and Tang, 2013</xref>). The oceans capture, utilize, and sequester atmospheric CO<sub>2</sub>, facilitating the carbon cycle among the atmosphere, terrestrial systems, and marine environments (<xref ref-type="bibr" rid="B79">IPCC, 2013</xref>; <xref ref-type="bibr" rid="B97">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B38">Deng et&#xa0;al., 2024</xref>). Compared to terrestrial carbon sinks, the ocean carbon sink (OCS) is generally more stable and is expected to play a central role as the dominant natural carbon sink in the future (<xref ref-type="bibr" rid="B182">Yang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B153">Silvy et&#xa0;al., 2024</xref>). However, the capacity of carbon sinks&#x2014;particularly the OCS&#x2014;is subject to considerable uncertainty. The ocean&#x2019;s ability to sequester carbon is influenced by multiple environmental factors, including sea surface temperature, wind speed, ocean circulation, and biological productivity. It is highly sensitive to climate change and susceptible to natural disturbances such as volcanic eruptions, which could accelerate the saturation of the ocean&#x2019;s carbon uptake capacity (<xref ref-type="bibr" rid="B55">Fr&#xf6;licher et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B39">DeVries et&#xa0;al., 2019</xref>). A decline in ocean carbon sequestration would leave more CO<sub>2</sub> in the atmosphere, further intensifying global warming trends (<xref ref-type="bibr" rid="B53">Friedlingstein et&#xa0;al., 2023</xref>).</p>
<p>In light of the prevailing scientific consensus that climate warming is primarily caused by CO<sub>2</sub> emissions (<xref ref-type="bibr" rid="B85">Jiang et&#xa0;al., 2022</xref>), the international community has acknowledged the significant potential of the oceans to mitigate and adapt to global climate change. Academic research is increasingly focusing on the important role of marine ecosystems as sinks and reservoirs of greenhouse gases. Much of the historical knowledge on OCS is related to modeling, involves simulating regional or global ocean circulation to assess ocean carbon concentrations and the interdecadal variability of the OCS. These studies are used to analyze the interactions between the oceans and climate change (<xref ref-type="bibr" rid="B8">Aumont et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B56">Fr&#xf6;licher et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B137">Resplandy et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B21">Breeden and McKinley, 2016</xref>; <xref ref-type="bibr" rid="B19">Boucher et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B94">Li et&#xa0;al., 2022a</xref>; <xref ref-type="bibr" rid="B12">Bellenger et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B141">Rodgers et&#xa0;al., 2023</xref>). With the wide coverage of the oceans, data sparsity remains a fundamental limitation in quantifying OCS, and the importance of satellite observations for assessing OCS is mentioned in the relevant literature (<xref ref-type="bibr" rid="B63">Gloege et&#xa0;al., 2021</xref>), thus providing more data to support the understanding of the changes in OCS.</p>
<p>In addition to analyzing the evolutionary trend of OCS through modeling, related literature also explores the role of ocean organisms in the carbon cycle, accounting of OCS, and carbon sink market trading (<xref ref-type="bibr" rid="B157">Sondak et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B102">Liu et&#xa0;al., 2019</xref>, <xref ref-type="bibr" rid="B100">2022</xref>; <xref ref-type="bibr" rid="B187">Zhao et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B95">Li et&#xa0;al., 2022b</xref>; <xref ref-type="bibr" rid="B178">Wu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B177">Wei et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B186">Zhang et&#xa0;al., 2024b</xref>). The concept of blue carbon appears frequently in these discussions (<xref ref-type="bibr" rid="B7">Atwood et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B98">Lin, 2019</xref>; <xref ref-type="bibr" rid="B104">Lovelock and Duarte, 2019</xref>; <xref ref-type="bibr" rid="B76">Howard et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B151">Sidik et&#xa0;al., 2023</xref>), yet there is some confusion in current research on the concepts of OCS and blue carbon. Some literature directly equates both (<xref ref-type="bibr" rid="B50">Feng et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B101">Liu et&#xa0;al., 2022a</xref>; <xref ref-type="bibr" rid="B183">Yu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B186">Zhang et&#xa0;al., 2024b</xref>), while others distinguish between coastal blue carbon and open ocean carbon sinks (<xref ref-type="bibr" rid="B92">Laruelle et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B111">Mathis et&#xa0;al., 2022</xref>). The concept of blue carbon, as initially introduced in the 2009 publication <italic>Blue Carbon: The Role of Healthy Oceans in Binding Carbon</italic>, has garnered significant academic attention. This seminal work not only conceptualized the notion of blue carbon but also explicitly emphasized the biological carbon captured by marine living organisms (<xref ref-type="bibr" rid="B31">Christianson et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B114">Murphy et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B129">Powers et&#xa0;al., 2025</xref>). Notably, it particularly highlighted the carbon sequestration capacity of the three predominant coastal ecosystems. Subsequent research has largely aligned with this perspective, underscoring the notion that blue carbon is a critical component of the marine carbon cycle (<xref ref-type="bibr" rid="B115">Nellemann et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B32">Contreras and Thomas, 2019</xref>; <xref ref-type="bibr" rid="B104">Lovelock and Duarte, 2019</xref>; <xref ref-type="bibr" rid="B31">Christianson et&#xa0;al., 2022</xref>). The management of blue carbon is currently dominated by terrestrial-based methodologies and strategies. This approach facilitates the quantification of carbon sequestration stocks (<xref ref-type="bibr" rid="B119">O&#x2019;Connor et&#xa0;al., 2020</xref>), thereby enhancing the feasibility of implementing conservation or restoration actions aimed at directly influencing the carbon sequestration potential of these ecosystems (<xref ref-type="bibr" rid="B106">Macreadie et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B76">Howard et&#xa0;al., 2023</xref>). OCS is based on &#x201c;carbon sequestration processes&#x201d; and covers all aspects of ocean carbon cycle, not just a certain type of ecosystem (<xref ref-type="bibr" rid="B105">Macovei et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Gr&#xe9;goire et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2024a</xref>). In addition to the biological process of photosynthesis through which vegetation sequesters CO<sub>2</sub>, the OCS encompasses the physical process of seawater circulation and the chemical process through which seawater reacts with CO<sub>2</sub> (<xref ref-type="bibr" rid="B113">McKinley et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B105">Macovei et&#xa0;al., 2020</xref>). Since most OCS processes are relatively difficult to contain and control (<xref ref-type="bibr" rid="B122">Oschlies et&#xa0;al., 2025</xref>), the governance of OCS focuses on geomorphology-based technological innovation. This indirectly enhances the ocean&#x2019;s carbon sequestration capacity through technical intervention (<xref ref-type="bibr" rid="B142">R&#xf6;schel and Neumann, 2023</xref>; <xref ref-type="bibr" rid="B177">Wei et&#xa0;al., 2024</xref>). Overall, blue carbon is a functional concept while OCS is a scientific concept, and blue carbon ecosystems are part of the OCS cycle.</p>
<p>Research on OCS spans a wide range of disciplines, including but certainly not limited to marine ecology, biogeochemistry, geology, oceanography, law and economics, reflecting its interdisciplinary nature (<xref ref-type="bibr" rid="B86">Jiao et&#xa0;al., 2016</xref>). Moreover, a comprehensive understanding of the OCS necessitates an examination of the interplay between natural and social sciences. At present, research related to OCS is predominantly situated in the natural sciences and is primarily grounded in technical interpretations. Research on OCS in the social sciences and policy has remained relatively limited, while it has undergone steady and increasingly noticeable growth in recent years.</p>
<p>Therefore, based on the scientific topic of OCS, this paper conducts a bibliometric analysis with the help of CiteSpace to evaluate the research topics and evolutionary trends of OCS. It is imperative to note that this provides the foundation for a systematic review of contemporary scientific advancements in OCS literature. This approach enables an assessment of significant risks and facilitates an expansion of research on carbon sink policy, which is crucial for enhancing the policy&#x2019;s social and ethical dimensions. We emphasize an effective and adaptive governance framework that considers the scientific, economic, and social measures that may be needed to provide recommendations for future research advances in OCS to restore the ocean&#x2019;s capacity for emission reduction, sink enhancement, and long-term sustainable development.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Materials</title>
<p>In this study, research related to OCS is searched and collected through the Web of Science (WoS) and Scopus databases. WoS and Scopus are very influential sources of journal citation data (<xref ref-type="bibr" rid="B130">Pranckut&#x117;, 2021</xref>). The WoS Core Collection covers high-quality journals, books, and conference proceedings in the natural sciences, social sciences, and arts and humanities, and is widely used with an overall balanced structure of literature within the database (<xref ref-type="bibr" rid="B17">Birkle et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B155">Singh et&#xa0;al., 2021</xref>). Scopus, on the other hand, has only a single citation index and has higher coverage of the social sciences than WoS, with a better representation of journals from all regions of the world (<xref ref-type="bibr" rid="B5">Asubiaro et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B160">Tasneem and Ahsan, 2024</xref>). Therefore, this paper synthesizes these two databases for bibliometric analysis to capture the diversity of interdisciplinary literature searches on OCS, thereby ensuring the comprehensiveness of data analysis.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Research methods</title>
<p>In view of the significant role of peer review in safeguarding academic quality in journal articles (<xref ref-type="bibr" rid="B162">Tennant and Ross-Hellauer, 2020</xref>), only research articles and review articles are considered in this paper. The main content of this study is the scientific advances of OCS with the search ending on December 31, 2024. The search equation for WoS in this paper is TS=((ocean* carbon sink*) OR (marine carbon sink*) OR (ocean* carbon sequestration*) OR (marine carbon sequestration*) OR (ocean* CO<sub>2</sub> sequestration*) OR (marine CO<sub>2</sub> sequestration*) OR (ocean-based carbon dioxide removal) OR (ocean-based carbon dioxide sequestration*) OR (blue carbon)) AND TS=((scientific progress*) OR (scientific advancement*) OR (technological progress*) OR (technological advancement*) OR ((technical progress*) OR (technical advancement*) OR (innovation*)) AND DT= (Article or Review Article) AND Time span=(NOT 2025). There are 262 search results. After de-duplication and screening of irrelevant publications, 131 usable publications remain. The search formula of Scopus is TITLE-ABS-KEY ((ocean* AND carbon AND sink*) OR (marine AND carbon AND sink*) OR (ocean* AND carbon AND sequestration*) OR (marine AND carbon AND sequestration*) OR (ocean* AND CO<sub>2</sub> AND sequestration*) OR (marine AND CO<sub>2</sub> AND sequestration*) OR (ocean-based AND carbon AND dioxide AND removal) OR (ocean-based AND carbon AND dioxide AND sequestration*) OR (blue AND carbon)) AND TITLE-ABS-KEY ((scientific AND progress*) OR (scientific AND advancement*) OR (technological AND progress*) OR (technological AND advancement*) OR (technical AND progress*) OR (technical AND advancement*) OR (innovation*)) AND (EXCLUDE (PUBYEAR, 2025)) AND (LIMIT-TO (DOCTYPE, &#x201c;ar&#x201d;) OR LIMIT-TO (DOCTYPE, &#x201c;re&#x201d;)). There are 214 search results. Due to the high degree of overlap between WoS and Scopus, after removing overlapping publications with WoS and filtering out irrelevant ones, 30 new publications are obtained (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Systematic publications selection flowchart.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating a research database search process. It shows configuration steps for Web of Science and Scopus, including queries for topics like ocean carbon sinks and sequestration. Filters include document type and exclusion of the year 2025. Results from both databases are combined and manually refined, starting from 262 and 214, resulting in 161 documents. The process is organized into three sections: Database Configurations, Filter Configurations, and Document Postprocessing.</alt-text>
</graphic>
</fig>
<p>Therefore, we integrated the Scopus dataset with the WoS dataset to facilitate comprehensive bibliometric analysis, with a final sample of 161 publications subjected to bibliometric analysis in this paper. Significantly, the sample size demonstrates sufficient statistical power to validate the novel research objective of synthesizing interdisciplinary scientific progress in OCS. CiteSpace is a Java-based application for interactive and exploratory analysis of the evolution of a single domain to multiple linked domains (<xref ref-type="bibr" rid="B27">Chen, 2018</xref>). It is particularly effective in detecting and visualizing key points and emerging trends in scientific publications, as well as the evaluation of potential biases (<xref ref-type="bibr" rid="B26">Chen, 2006</xref>; <xref ref-type="bibr" rid="B49">Fang et&#xa0;al., 2018</xref>).</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Bibliometric results</title>
<p>Network analysis through bibliometric tools is very effective in identifying established and emerging areas (<xref ref-type="bibr" rid="B48">Fahimnia et&#xa0;al., 2015</xref>). We visualize and analyze the final exported 161 publications through CiteSpace to summarize the evolution of scientific advances in OCS. Studies in disciplines such as materials science and biological sciences&#x2014;including nanoscience, green energy, biochar, food science and technology, and optics&#x2014;were excluded from the review due to their lack of relevance to marine-related themes. The exclusion of these studies is unlikely to introduce significant bias.</p>
<p>The CiteSpace parameters were set to a 1-year time slice and a k-value of 25, which defines the scope of influential nodes included in the analysis, enabling the generation of all visual maps and analytical tables employed in this research. Additionally, the merged network pruning algorithm was applied to filter out less significant nodes, thereby enhancing the structural clarity of the research network.</p>
<sec id="s3_1">
<label>3.1</label>
<title>Exploring research landscape</title>
<p>Time series, which are measurements of a quantity taken over time, are fundamental data objects studied across the scientific disciplines (<xref ref-type="bibr" rid="B57">Fulcher et&#xa0;al., 2013</xref>). Furthermore, the number of published papers stands as an important indicator for evaluating the level of discipline development (<xref ref-type="bibr" rid="B180">Xiang and Cao, 2024</xref>). Therefore, this section analyzes the final derived publication as a whole based on the time series, which helps to predict the future development of scientific research on OCS. Overall, the number of publications on scientific advances of OCS shows an upward trend, which is divided into three main stages in <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Annual trends in publication numbers from1994 to 2025.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g002.tif">
<alt-text content-type="machine-generated">Bar and line chart showing annual and cumulative publication numbers from 1994 to 2025. Bars represent annual numbers, rising sharply after 2015. An orange line with stars shows cumulative numbers, following a fitted exponential curve. Equation: y = 0.0338e^0.2795(t&#x2212;1994) + 7.644; R&#xb2; = 0.9922, p &lt; 0.001. Vertical purple dashed lines mark significant years: 1994, 2007, 2019, 2024.</alt-text>
</graphic>
</fig>
<p>Stage I: 1994-2007. There were few publications on scientific advances in OCS, and the publications are not specific to OCS, but rather focus on the oceans&#x2019; uptake of atmospheric CO<sub>2</sub> incidentally in the context of exploring climate change issues (<xref ref-type="bibr" rid="B93">Lempert et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B138">Retallack, 2002</xref>), which addresses some elements of the current concept of OCS, such as coastal wetlands (<xref ref-type="bibr" rid="B125">Pant et&#xa0;al., 2003</xref>). At this stage, although the international community has recognized the function of the oceans in capturing, utilizing and sequestering CO<sub>2</sub>, systematic discussions on this topic remain scarce, and the research contribution to the scientific advance of OCS has been very limited.</p>
<p>Stage II: 2008-2019. Publications on scientific advances in OCS have shown an upward trend from 2008 to 2019, but the increase has been modest and has experienced periodic declines over the period. In fact, since the concept of blue carbon was put forward in 2009, ocean carbon sequestration and its function in responding to global climate change have received widespread attention from the international community. Publications about the function of ocean carbon pools, blue carbon, ocean observation technologies, and social issues related to ocean carbon sequestration have begun to appear, drawing attention to the holistic nature of land and sea (<xref ref-type="bibr" rid="B41">Dickey et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B68">Hansell et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B59">Galvez and Gaillardet, 2012</xref>; <xref ref-type="bibr" rid="B163">Thomas, 2014</xref>; <xref ref-type="bibr" rid="B123">Pan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B81">Jacotot et&#xa0;al., 2018</xref>). During this period, the function of the ocean in mitigating and adapting to climate change has been incorporated into more international documents and policies. <italic>The 2013 Supplement to the 2006 IPCC Guidelines for National Greenhouse Gas Inventories: Wetlands</italic> specifically mentioned the function of marine sediments in absorbing CO<sub>2</sub> (<xref ref-type="bibr" rid="B80">IPCC, 2014</xref>). The 2015 United Nations Climate Change Conference (COP 21) formally recognized the critical role of oceans in sequestering carbon, and the <italic>Paris Agreement</italic> made it clear that protecting marine ecosystems contributes to climate justice (<xref ref-type="bibr" rid="B168">UNFCCC, 2015</xref>). Overall, these publications are more voluminous than Stage I, showing a significant increase but with repeated fluctuations, which can be explained to some extent by the lag between the timing of scientific research on OCS and the emergence of their publications (<xref ref-type="bibr" rid="B43">Duarte De Paula Costa and Macreadie, 2022</xref>).</p>
<p>Stage III: 2020-2024. The number of publications is significantly higher than in the previous two stages, and the growth trend is obvious. Research has become more comprehensive, including diversification of methods and equipment for exploring the oceans, technological developments in carbon capture, utilization, and sequestration, and the climate-ocean prediction models (<xref ref-type="bibr" rid="B146">Schweitzer et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B89">Kumar and Sangwai, 2023</xref>; <xref ref-type="bibr" rid="B84">Jiang et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B99">Lin et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B150">Shutler et&#xa0;al., 2024</xref>). The scientific correlations between the atmosphere, the oceans and biodiversity have been studied more extensively (<xref ref-type="bibr" rid="B164">Timmermans and Daniel Kissling, 2023</xref>). In addition, more attention has been paid to the social functions of OCS in promoting the blue economy, carbon neutrality, and the realization of an ecological civilization and sustainable development of the oceans (<xref ref-type="bibr" rid="B181">Xie et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B29">Chen et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B35">De et&#xa0;al., 2024</xref>). Overall, the potential of OCS has been tapped, and it will continue to develop in the future.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Analyzing global cooperation networks in research</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Global cooperation analysis of national research</title>
<p>Generally speaking, two authors from different countries or regions appearing in the same article are considered to be collaborating. National cooperation network is mapped based on the collaborations between countries in the relevant literature. By analyzing inter-country collaborations, it is possible to identify key countries with a high number of published papers and a high impact on the relevant field (<xref ref-type="bibr" rid="B132">Que et&#xa0;al., 2024</xref>). This allows for the determination of which countries and regions are currently more advanced and have made substantial contributions to OCS research. We use CiteSpace to analyze the authors&#x2019; nationalities of 161 publications. Each node symbolizes a country, with the size of the node corresponding to the volume of published papers. With the threshold set to 5 and authorship conventions taken into account, regional nodes (e.g., Scotland, Wales) were consolidated into their respective national nodes (e.g., the United Kingdom), resulting in 19 nations being displayed in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>. China, the United States, the United Kingdom, Germany, Australia, France, Italy, India, among others, with relatively high scientific and technological levels, have published more scientific research related to OCS. Some nodes are encircled by a purple outer ring, which signifies greater centrality. The higher the betweenness centrality of a node, the more influential it is within the network (<xref ref-type="bibr" rid="B52">Freeman, 1978</xref>; <xref ref-type="bibr" rid="B20">Brandes, 2001</xref>). As demonstrated by the high betweenness centrality exhibited by countries such as Switzerland, Belgium and Austria, despite their relatively small number of published articles, the scientific research on OCS carried out in these nations wields considerable influence within the overall network. As shown in <xref ref-type="fig" rid="f3"><bold>Figure&#xa0;3</bold></xref>, the research and participation in cutting-edge science and technology of OCS in Europe and the United States are still at a high level, maintaining direct or indirect cooperation relationships with numerous countries. This indicates that major countries in the Global North continue to dominate scientific research on OCS, while most countries in the Global South still have knowledge gaps in this field. This phenomenon is largely due to the instrumental nature of science and the fact that technological change is a multi-level process that unfolds unevenly over time and space (<xref ref-type="bibr" rid="B171">Voulvoulis and Burgman, 2019</xref>). OCS&#x2019;s technology research and development requires substantial investment and human capital advantages, which are closely linked to a country&#x2019;s economic development (<xref ref-type="bibr" rid="B67">Gruber et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B148">Sheehy et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B180">Xiang and Cao, 2024</xref>). This means that future OCS development will still rely on international cooperation, primarily from developed countries in the Global North and some international non-governmental organizations. This cooperation will enhance the capacity of developing countries for OCS research and utilization through funding, technical training, and technology transfer (<xref ref-type="bibr" rid="B163">Thomas, 2014</xref>; <xref ref-type="bibr" rid="B136">Reiter et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B42">Dobush et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B134">Quevedo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B189">Zou et&#xa0;al., 2023</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Cooperation networks between countries.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g003.tif">
<alt-text content-type="machine-generated">Network diagram illustrating international connections between countries such as China, United Kingdom, and USA, represented by nodes. Color gradient from purple to red indicates a timeline from 1994 to 2024. Larger nodes signify stronger connections or more interactions.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Journal co-citation analysis</title>
<p>Journals play a crucial role in the dissemination of specialized academic knowledge, and co-citations between journals indicate a connection between the positioning of the journals, their target scope, and their preferred discipline (<xref ref-type="bibr" rid="B83">Jia et&#xa0;al., 2019</xref>). CiteSpace generated a total of 544 nodes. Considering the diversity of journals involved, the threshold was elevated to 41 to ensure the visibility of key citation patterns and to highlight representative periods marked by high citation frequencies (<xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref>). The journals with the highest citation frequencies are Science, Nature, Proceedings of the National Academy of Sciences of the United States of America, Nature Geoscience, PLOS One, Nature Climate Change, Journal of Cleaner Production, Nature Communications, and Energy. As indicated in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>, journals with high citation counts are all from scientific fields, including environmental science, biochemistry, oceanography, and energy science. Among them, Nature and Science have the highest citation frequencies, and both journals and their authors exert extensive influence (<xref ref-type="bibr" rid="B62">Garfield, 2006</xref>), making them key platforms for researching scientific advancements in OCS. Although journals such as Proceedings of the National Academy of Sciences of the United States of America, PLOS One, Journal of Cleaner Production, and Energy have relatively lower impact factors, they still complement OCS research from diverse disciplinary perspectives.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Cooperation networks between citation journals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g004.tif">
<alt-text content-type="machine-generated">Network graph depicting academic journal citations, with larger red nodes for more frequently cited journals like &#x201c;SCIENCE&#x201d; and &#x201c;NATURE.&#x201d; Smaller nodes represent less cited journals. A gradient legend indicates citation frequency over time. Lines suggest citation relationships.</alt-text>
</graphic>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Top cited journals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Cited journal</th>
<th valign="middle" align="center">Count</th>
<th valign="middle" align="center">Centrality</th>
<th valign="middle" align="center">Year</th>
<th valign="middle" align="center">Impact factor</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">NATURE</td>
<td valign="middle" align="center">83</td>
<td valign="middle" align="center">0.06</td>
<td valign="middle" align="center">1994</td>
<td valign="middle" align="center">50.5</td>
</tr>
<tr>
<td valign="middle" align="center">SCIENCE</td>
<td valign="middle" align="center">83</td>
<td valign="middle" align="center">0.16</td>
<td valign="middle" align="center">1994</td>
<td valign="middle" align="center">44.8</td>
</tr>
<tr>
<td valign="middle" align="center">P NATL ACAD SCI USA</td>
<td valign="middle" align="center">54</td>
<td valign="middle" align="center">0.02</td>
<td valign="middle" align="center">2009</td>
<td valign="middle" align="center">9.4</td>
</tr>
<tr>
<td valign="middle" align="center">NAT GEOSCI</td>
<td valign="middle" align="center">50</td>
<td valign="middle" align="center">0.08</td>
<td valign="middle" align="center">2011</td>
<td valign="middle" align="center">15.7</td>
</tr>
<tr>
<td valign="middle" align="center">PLOS ONE</td>
<td valign="middle" align="center">48</td>
<td valign="middle" align="center">0.07</td>
<td valign="middle" align="center">2014</td>
<td valign="middle" align="center">2.9</td>
</tr>
<tr>
<td valign="middle" align="center">J CLEAN PROD</td>
<td valign="middle" align="center">45</td>
<td valign="middle" align="center">0.02</td>
<td valign="middle" align="center">2016</td>
<td valign="middle" align="center">9.8</td>
</tr>
<tr>
<td valign="middle" align="center">NAT CLIM CHANGE</td>
<td valign="middle" align="center">45</td>
<td valign="middle" align="center">0.01</td>
<td valign="middle" align="center">2018</td>
<td valign="middle" align="center">30.3</td>
</tr>
<tr>
<td valign="middle" align="center">NAT COMMUN</td>
<td valign="middle" align="center">44</td>
<td valign="middle" align="center">0.00</td>
<td valign="middle" align="center">2018</td>
<td valign="middle" align="center">14.7</td>
</tr>
<tr>
<td valign="middle" align="center">ENERGY</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="center">0.07</td>
<td valign="middle" align="center">2008</td>
<td valign="middle" align="center">9</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The co-citations in <xref ref-type="fig" rid="f4"><bold>Figure&#xa0;4</bold></xref> show that scientific advances in OCS are closely related to the exploration of contents such as climate change, environmental resources, and biodiversity. This thoroughly substantiates the scientific essence and interdisciplinary expanse of OCS. According to the category information of WoS, the basic theories and knowledge of scientific advances in OCS primarily originate from natural sciences. Research on the policies and economic impacts of OCS remains limited within the social sciences. Nonetheless, there has been an upward trend in related research in recent years, with an increasing number of interdisciplinary studies. In the future, global cooperation on scientific research related to OCS should integrate multiple technologies. Combining environmental science and social governance collaboration can unlock the OCS&#x2019;s potential. Therefore, cooperation and integration between disciplines must be strengthened.</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Keyword co-occurrence analysis</title>
<p>Among all the bibliometric techniques, keyword co-occurrence analysis is a core perspective for studying cutting-edge developments in related fields. Since keywords are highly summarized words extracted by the authors from the articles, they reveal the research preferences. Visual analysis of these keywords can explore the research co-occurrence of different articles and reduce the judgmental bias caused by subjective factors (<xref ref-type="bibr" rid="B127">Peters and Van Raan, 1993</xref>; <xref ref-type="bibr" rid="B175">Wang et&#xa0;al., 2024a</xref>). Based on the original software settings, the node type was set to &#x201c;Keyword&#x201d; and the threshold to 5, enabling the generation of the co-citation network (<xref ref-type="fig" rid="f5"><bold>Figure&#xa0;5</bold></xref>). It reveals a significant connection between OCS and climate change, as evidenced by the high frequency and betweenness centrality of keywords such as climate change, blue carbon, carbon sequestration, CO<sub>2</sub>, and organic carbon. This indicates that there is a close interaction between the carbon sink function of the ocean and climate change.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Connection network for keyword co-occurrence.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g005.tif">
<alt-text content-type="machine-generated">Network diagram illustrating interconnected concepts related to climate topics. Central nodes include &#x201c;climate change&#x201d;, &#x201c;blue carbon&#x201d;, and &#x201c;carbon sequestration&#x201d;. Nodes vary in size, connected by lines, implying relationships among terms like &#x201c;carbon dioxide&#x201d;, &#x201c;organic carbon&#x201d;, &#x201c;carbon sink&#x201d;. A color bar on the left indicates clustering or categorization.</alt-text>
</graphic>
</fig>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Keyword clustering analysis</title>
<p>Cluster analysis stands as a pivotal task in contemporary data analysis. It involves assigning a set of objects to distinct groups, also known as classes or categories, in such a way that the objects within the same cluster exhibit greater similarity to each other (based on a predefined property) than to those in other clusters (<xref ref-type="bibr" rid="B45">Emmons et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B11">Batool and Hennig, 2021</xref>). Nodes with strong connections are grouped, while those with weak connections are placed in separate clusters. Potential cluster labels are chosen from noun phrases and index terms in the cited articles of each cluster (<xref ref-type="bibr" rid="B30">Chen et&#xa0;al., 2010</xref>). The cluster labels obtained by Log-Likelihood Ratio (LLR) can better summarize the attributes of the cluster, and the top clusters are selected according to this algorithm in <xref ref-type="fig" rid="f6"><bold>Figure&#xa0;6</bold></xref>.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Visualization results of keyword clusters.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g006.tif">
<alt-text content-type="machine-generated">Cluster diagram with various nodes labeled from #0 to #8, representing topics such as &#x201c;blue carbon,&#x201d; &#x201c;oil and gas,&#x201d; and &#x201c;carbon sink.&#x201d; Colored clusters include red, green, and yellow, indicating different areas of focus. A vertical color legend on the left marks category numbers from #0 to #8.</alt-text>
</graphic>
</fig>
<p>According to the clustering information in <xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>, the current scientific research on OCS is primarily categorized into the following aspects: the first category is the social value of OCS, mainly focusing on the interactions between carbon sinks, economic growth and energy. In practice, it synergizes with terrestrial governance, thereby facilitating the realization of sustainable development. This category includes clusters #0, #1, #4, and #8. The second category is the ecological value of OCS, where seawater and marine organisms play important roles in sequestering CO<sub>2</sub>, mitigating and adapting to climate change. This category includes clusters #2, #3, #5, and #7. The third category is the scientific value of OCS, which involves the development of ocean technologies such as sensors and testbed mooring sites, as well as their utility in observing and evaluating OCS. This category corresponds primarily to cluster #6. In <xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>, the keywords with the highest citation frequencies&#x2014;&#x201d;climate change&#x201d;, &#x201c;blue carbon&#x201d;, &#x201c;carbon dioxide&#x201d;, &#x201c;carbon&#x201d;, &#x201c;organic carbon&#x201d;, &#x201c;carbon sink&#x201d;, and &#x201c;carbon capture&#x201d;&#x2014;indicate that the ecological value of OCS remains a core issue in current research.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Clustering information of keywords networks.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Cluster ID</th>
<th valign="middle" align="center">Size</th>
<th valign="middle" align="center">Sihouette</th>
<th valign="middle" align="center">Mean (Year)</th>
<th valign="middle" align="center">Label (LLR)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">0</td>
<td valign="middle" align="center">42</td>
<td valign="middle" align="center">0.732</td>
<td valign="middle" align="center">2013</td>
<td valign="middle" align="center">carbon sink (12.64, 0.001); carbon emission (8.39, 0.005); energy structure (8.39, 0.005); blue energy (4.18, 0.05); digital infrastructure (4.18, 0.05)</td>
</tr>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">37</td>
<td valign="middle" align="center">0.985</td>
<td valign="middle" align="center">2010</td>
<td valign="middle" align="center">sources of uncertainty (4.96, 0.05); levelized cost of energy (4.96, 0.05); carbon dioxide emissions (4.96, 0.05); immunology (4.96, 0.05); fuels (4.96, 0.05)</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">35</td>
<td valign="middle" align="center">0.882</td>
<td valign="middle" align="center">2017</td>
<td valign="middle" align="center">adaptation (8.63, 0.005); carbon dioxide removal (8.63, 0.005); negative emissions (8.63, 0.005); greenhouse gases (4.3, 0.05); added value products (4.3, 0.05)</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">33</td>
<td valign="middle" align="center">0.963</td>
<td valign="middle" align="center">2016</td>
<td valign="middle" align="center">deep biosphere (10.59, 0.005); reactivity (10.59, 0.005); marine sediments (10.59, 0.005); microorganisms (10.59, 0.005); organic carbon (10.59, 0.005)</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">33</td>
<td valign="middle" align="center">0.985</td>
<td valign="middle" align="center">2015</td>
<td valign="middle" align="center">oil and gas (5.33, 0.05); anaerobic digestion (5.33, 0.05); carbon capture and storage (5.33, 0.05); phycocyanin (5.33, 0.05); biofuels (5.33, 0.05)</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">0.992</td>
<td valign="middle" align="center">2014</td>
<td valign="middle" align="center">microstructure (6.89, 0.01); net zero emissions (6.89, 0.01); early evolution (6.89, 0.01); genetic engineering (6.89, 0.01); valorization (6.89, 0.01)</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">2011</td>
<td valign="middle" align="center">testbed mooring site (6.75, 0.01); nitrate (6.75, 0.01); wave (6.75, 0.01); Yangtze platform (6.75, 0.01); high resolution (6.75, 0.01)</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">0.859</td>
<td valign="middle" align="center">2002</td>
<td valign="middle" align="center">photosynthetic pathways (9.6, 0.005); aquatic (9.6, 0.005); grasslands (9.6, 0.005); succulents (9.6, 0.005); blue carbon (0.15, 1.0)</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">0.973</td>
<td valign="middle" align="center">2017</td>
<td valign="middle" align="center">blue carbon (8.36, 0.005); Paris Agreement (5.63, 0.05); urban sustainability (4.6, 0.05); pollution (4.6, 0.05); air quality (4.6, 0.05)</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Citation counts of keywords networks.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Citation counts</th>
<th valign="middle" align="center">Node name</th>
<th valign="middle" align="center">Cluster ID</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">climate change</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">blue carbon</td>
<td valign="middle" align="center">8</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">carbon dioxide</td>
<td valign="middle" align="center">1</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">carbon</td>
<td valign="middle" align="center">0</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">organic carbon</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">coastal</td>
<td valign="middle" align="center">2</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">carbon sink</td>
<td valign="middle" align="center">0</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">carbon capture</td>
<td valign="middle" align="center">4</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Keyword burst analysis</title>
<p>Burst detection is a computational technique for identifying mutations in the subject features of certain information or documents (<xref ref-type="bibr" rid="B88">Jon, 2003</xref>; <xref ref-type="bibr" rid="B188">Zhou et&#xa0;al., 2018</xref>). Burst keywords denote the phenomenon of keywords to be examined jumping over a short period, namely, research frontiers and hotspots at a specific time (<xref ref-type="bibr" rid="B174">Wang et&#xa0;al., 2018</xref>). In this research, 11 emerging keywords are shown after setting the &#x3b3; value to 0.4 in <xref ref-type="fig" rid="f7"><bold>Figure&#xa0;7</bold></xref>. The concepts of &#x201c;carbon dioxide&#x201d; and &#x201c;carbon sink&#x201d; emerged in 2002 and 2008, respectively, and have remained central to scientific inquiry ever since. They are poised to continue as key research hotspots well into the future. The keyword with the strongest emergence is &#x201c;carbon sequestration&#x201d;. The longest duration is &#x201c;ecosystem services&#x201d; (7 years), which indicates that ocean storage of CO<sub>2</sub> is an important issue for relevant scientific research, and the international community continues to pay attention to the important role of OCS in regulating the global ecosystem. Accordingly, the scientific realization of the potential of OCS requires an ecosystem-based approach to conservation.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Top 11 keywords with the strongest citation bursts.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1658207-g007.tif">
<alt-text content-type="machine-generated">Top 11 keywords with the strongest citation bursts from 1994 to 2024 feature &#x201c;carbon sequestration,&#x201d; &#x201c;blue carbon,&#x201d; and &#x201c;sequestration.&#x201d; Citation strengths and active periods are indicated, with bursts highlighted in red on a timeline.</alt-text>
</graphic>
</fig>
<p>Ocean acidification, a significant adverse effect of climate change, has to some extent exhibited a positive effect in enhancing OCS. Consequently, it has maintained its visibility to the present time, even following the research peak observed between 2014 and 2016. Moreover, &#x201c;organic carbon&#x201d; and &#x201c;air pollution&#x201d; have recently emerged as prominent keywords. The mounting emphasis on the function of organic carbon in carbon sequestration has elicited considerable interest, thereby propelling research endeavors concerning the fundamental mechanisms of the oceanic biological pump and fostering a more profound comprehension of the physical and carbonate pumps. Meanwhile, the question of whether CO<sub>2</sub> is a pollutant has gradually developed into a topic of scientific research. The direction of OCS is becoming more and more diversified.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Main finding</title>
<p>Bibliometric analysis provides quantitative measurement of various indicators. Within this quantitative framework, qualitative methods, especially the close textual reading, enable deeper theoretical inquiry and contribute to a more holistic understanding of the scientific research landscape (<xref ref-type="bibr" rid="B145">Salmi, 2024</xref>). A thorough analysis of the knowledge graph generated by CiteSpace, as previously described, reveals that extant research on scientific advances in OCS spans a broad range of disciplines, underscoring the necessity for interdisciplinary research approaches (<xref ref-type="bibr" rid="B29">Chen et&#xa0;al., 2024</xref>). The inherent complexity of OCS renders it impossible for a single discipline to adequately address its core issues. The natural sciences have demonstrated the fundamental mechanisms that govern the operation of OCS. These mechanisms elucidate OCS functionality and bolster the efficacy of carbon sink enhancement efforts, achieved through the use of models, as well as a range of monitoring and restoration technologies. Simultaneously, the social sciences establish a correlation between the scientific value of OCS and human society, thereby offering value assessment, incentive mechanisms, and governance frameworks to facilitate science-driven management practices (<xref ref-type="bibr" rid="B75">Howard et&#xa0;al., 2017</xref>). Achieving sustainable utilization of OCS necessitates a multifaceted collaborative effort.</p>
<p>Bibliometric analysis tools allow for the systematic categorization of research content and the examination of developmental trajectories, collaborative networks, research intensity and the evolution of hotspots in OCS studies. They also facilitate close reading of key literature details. Through these methods, research contents can be systematically categorized into three overarching topics: the main classification and functions in adapting to climate change, the scientific status and diverse carbon sequestration technologies, and the governance of carbon sinks within socio-political contexts.</p>
<p>Topic I: The Main Classification and Functions in Adapting to Climate Change of OCS</p>
<p>Classifying OCS and elucidating its functions in adapting to climate change constitute the primary tasks to be addressed first in bibliometric analysis. The oceans play a pivotal role in the global carbon cycle by absorbing atmospheric CO<sub>2</sub> through both direct and indirect processes (<xref ref-type="bibr" rid="B167">Turrell et&#xa0;al., 2023</xref>). These processes can be categorized into three distinct categories: physical carbon pump, biological pump, and carbonate pump, depending on the underlying driving factors. The oceans&#x2019; capacity to directly dissolve and sequester CO<sub>2</sub> involves complex biological and physical processes. The dissolution of CO<sub>2</sub> by surface seawater is the initial step in this process, followed by its transportation and storage across the global ocean through various physical processes such as circulation, mixing, and sedimentation. This phenomenon, known as the physical carbon pump, plays a crucial role in regulating the ocean&#x2019;s carbon balance (<xref ref-type="bibr" rid="B77">Huiskamp et&#xa0;al., 2016</xref>). The indirect pathway functions through two distinct mechanisms. First, marine organisms fix inorganic carbon into organic carbon through photosynthesis. Then, residual biomass sinks, and microbial decomposition partially mineralizes the organic carbon back into inorganic carbon. This process is known as the biological pump. Conversely, marine organisms sequester inorganic carbon as carbonates through a process known as calcification, thereby constituting the carbonate pump (<xref ref-type="bibr" rid="B116">Neukermans et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B152">Siegel et&#xa0;al., 2023</xref>).</p>
<p>These different types of ocean carbon pumps are distributed across coastal areas, offshore continental shelves, open oceans, deep seas, and polar regions. The primary ecosystems contributing to coastal carbon sinks include mangroves, seagrasses, salt marshes, seaweeds, and coral reefs, among others. Wetlands have been identified as a significant potential carbon storage and sequestration site. Moreover, they deliver a variety of crucial ecosystem services (<xref ref-type="bibr" rid="B4">Arifanti et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B161">Temmink et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B110">Martin et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B35">De et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B169">Ureta et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B180">Xiang and Cao, 2024</xref>). Long-term carbon stocks in offshore or shelf sediments are comparable to those found in tropical forests, but the exact capacity of these sediments to store carbon depends on the type of sediment (<xref ref-type="bibr" rid="B31">Christianson et&#xa0;al., 2022</xref>). Deep-sea carbon sequestration, which involves forming stable CO<sub>2</sub> hydrates in the ocean depths that can withstand even the most intense earthquakes and other geological disturbances, represents the most promising method for future carbon sequestration (<xref ref-type="bibr" rid="B189">Zou et&#xa0;al., 2023</xref>). The polar regions, particularly Antarctica, hold immense potential as a carbon sink (<xref ref-type="bibr" rid="B64">Gogarty et&#xa0;al., 2020</xref>). Climate warming has caused the retreat of Antarctica&#x2019;s ice sheets and the disintegration of its ice shelves. This has, to some extent, enhanced the capture and storage of CO<sub>2</sub> in its bottom sediments and benthic ecosystems. Consequently, it has expanded the carbon sequestration potential of the global OCS and increased the scale of the carbon cycle.</p>
<p>Marine fisheries have the dual attributes of &#x201c;carbon source&#x201d; and &#x201c;carbon sink&#x201d; (<xref ref-type="bibr" rid="B173">Wang and Feng, 2023</xref>; <xref ref-type="bibr" rid="B158">Song et&#xa0;al., 2024</xref>), with mariculture serving as the primary carbon sink. Moderate aquaculture of seaweeds, shellfish, and other marine organisms can enhance the efficiency of carbon uptake and removal by these organisms, thereby accelerating the functioning of the biological pump (<xref ref-type="bibr" rid="B185">Zhang et&#xa0;al., 2021</xref>). Simultaneously, this process converts atmospheric and oceanic inorganic carbon into organic matter, thereby increasing the capacity for carbon storage (<xref ref-type="bibr" rid="B87">Jin et&#xa0;al., 2024</xref>). However, large-scale aquaculture may release excess CO<sub>2</sub> that amplifies its carbon source properties (<xref ref-type="bibr" rid="B158">Song et&#xa0;al., 2024</xref>). Over-farming depletes excess nutrients from local waters, affecting the ocean&#x2019;s nutrient chemistry (<xref ref-type="bibr" rid="B35">De et&#xa0;al., 2024</xref>).</p>
<p>Environmental governance issues related to oceans, climate, and biodiversity are becoming increasingly interconnected. There is a growing recognition that reducing ocean-based carbon emissions, mitigating the impacts of climate change, and achieving sustainable development are all interrelated and mutually reinforcing (<xref ref-type="bibr" rid="B32">Contreras and Thomas, 2019</xref>). With the ocean capturing, utilizing and sequestering CO<sub>2</sub>, regulating the climate system, ocean-based ecosystem approaches can provide insight into the impacts of carbon fluxes and the sea-air carbon cycle on climate change (<xref ref-type="bibr" rid="B91">LaRowe et&#xa0;al., 2020</xref>). OCS has a strong capacity for adaptation (<xref ref-type="bibr" rid="B78">IPCC, 2007</xref>; <xref ref-type="bibr" rid="B154">Simane et&#xa0;al., 2012</xref>). OCS is also quite sensitive to climate change as many marine organisms are fragile and often influenced by climate changes and human activities (<xref ref-type="bibr" rid="B107">Macreadie et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B67">Gruber et&#xa0;al., 2023</xref>). Marine protected areas, as a fundamental and useful tool to assist in managing OCS as well as marine ecosystems, are an effective way of mitigating regional carbon stressors, ensuring sustainable use of natural resources (<xref ref-type="bibr" rid="B33">Cziesielski et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B35">De et&#xa0;al., 2024</xref>).</p>
<p>Topic II: The Scientific Status and Technological Evolution of OCS</p>
<p>OCS represents a multifaceted challenge within an interdisciplinary framework. The scientific advancements that are embodied by these phenomena are, in essence, a critical manifestation of technological development in the mitigation and adaptation to climate change. Consequently, delineating and synthesizing the scientific status represents a critical task for bibliometric analysis of scientific research related to OCS. The governance of OCS must be grounded in a robust scientific foundation (<xref ref-type="bibr" rid="B112">McCormack et&#xa0;al., 2016</xref>), and scientific research has the potential to profoundly enrich our understanding of OCS.</p>
<p>Nature-based OCS, such as seagrasses, mangroves, and salt marshes, have been shown to exhibit the characteristics of high-efficiency carbon sequestration, with their carbon sequestration rate being approximately 2&#x2013;4 times that of mature tropical terrestrial forests. Marine plankton, comprising entities such as diatoms, has been determined to account for approximately 20% of global net primary productivity (<xref ref-type="bibr" rid="B136">Reiter et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B146">Schweitzer et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B60">Gandhi et&#xa0;al., 2024</xref>). Additionally, the carbon storage capacity of surface sediment and the water column is estimated to be approximately 13 to 21 times greater than that of terrestrial soils (<xref ref-type="bibr" rid="B166">Turrell, 2019</xref>). Anoxic marine zones, while inhospitable to most marine life, offer ideal geological conditions for CO<sub>2</sub> sequestration (<xref ref-type="bibr" rid="B179">Wu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B131">Puro.earth, 2025</xref>). These zones feature stable sedimentary layers and minimal biological disruption, conducive to long-term carbon storage. However, effectively monitoring and verifying the carbon sequestration capacity of these areas still require highly advanced and mature technologies. In recent years, Antarctica has emerged as a significant carbon sink, primarily due to the retreat of sea ice. This phenomenon promotes carbon accumulation through two distinct mechanisms. Firstly, the replacement of high albedo ice with seawater enhances the physical absorption of CO<sub>2</sub> by the ocean. Secondly, the loss of more permanent ice shelves and glacier retreat enables the colonization of entire benthic (seabed) assemblages, thereby enhancing the ecological diversity and the system&#x2019;s capacity to accumulate carbon (<xref ref-type="bibr" rid="B64">Gogarty et&#xa0;al., 2020</xref>).</p>
<p>Artificial enhancement of OCS is also of great significance for reducing carbon footprint and boosting carbon sequestration potential, with examples including seawater desalination, marine aquaculture technology, ocean alkalization, marine ecosystem restoration (e.g., coral reef restoration and seaweed restoration), and artificial upwelling (<xref ref-type="bibr" rid="B123">Pan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B149">Shokri and Sanavi Fard, 2023</xref>; <xref ref-type="bibr" rid="B24">Castilla-Gavil&#xe1;n et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B35">De et&#xa0;al., 2024</xref>). Ocean iron fertilization (OIF) involves adding iron to high-nutrient, low-chlorophyll regions to stimulate phytoplankton growth and enhance oceanic carbon sequestration capacity. However, due to the limited bioavailability of iron, the effectiveness of OIF remains controversial (<xref ref-type="bibr" rid="B18">Boettcher et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B84">Jiang et&#xa0;al., 2024</xref>). These artificial carbon enhancement technologies inevitably pose unpredictable ecological risks. For example, mariculture can lead to marine oligotrophy; ocean alkalinization can release heavy metals, thereby increasing the risk of environmental pollution; artificial upwelling can exacerbate ocean acidification; and OIF can cause imbalances in phytoplankton communities and have a knock-on effect throughout food chains (<xref ref-type="bibr" rid="B112">McCormack et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B58">Fuss et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B35">De et&#xa0;al., 2024</xref>). All of these factors disrupt the marine ecosystem. Furthermore, even if certain concepts are scientifically valid, practical economic factors must still be considered. For example, although microalgal biofuels have advantages, they are associated with high costs and uncertain market demand (<xref ref-type="bibr" rid="B28">Chen et&#xa0;al., 2020</xref>). Given the numerous unknown variables, the governance of artificial carbon enhancement must strengthen risk management and control efforts to balance ecological risks and economic feasibility.</p>
<p>Technological progress is one of the fundamental driving forces behind the advancement of scientific knowledge (<xref ref-type="bibr" rid="B59">Galvez and Gaillardet, 2012</xref>). Carbon capture, utilization and storage (CCUS) and CO<sub>2</sub> removal (CDR) are two technological pathways for reducing CO<sub>2</sub> and addressing climate change issue, and they also represent important manifestations of the carbon sink function of the oceans. Among them, CDR emphasizes the elimination of extant CO<sub>2</sub> from the atmosphere, with the overarching objective of diminishing atmospheric stocks. CCUS and CDR are not absolutely distinct, as they overlap in the specific technical scope and provide synergy between emissions reductions and carbon removal, with both critical for reaching net-zero (<xref ref-type="bibr" rid="B36">Deich and Wilcox, 2025</xref>). Within the CCUS technology framework, the mainstream technologies for ocean carbon capture include pre-combustion capture, post-combustion capture, oxy-combustion capture, chemical loop combustion, and direct air capture. The key technologies for ocean carbon sequestration encompass seawater sequestration and marine geological sequestration, where marine geological storage involves injecting CO<sub>2</sub> into depleted oil and gas reservoirs, salt caverns, saline aquifers, and other similar marine environments (<xref ref-type="bibr" rid="B147">Shaw and Mukherjee, 2022</xref>; <xref ref-type="bibr" rid="B2">Ampomah et&#xa0;al., 2024</xref>). Within the CDR technology framework, the recognized technologies primarily include afforestation and reforestation, soil carbon sequestration, marine biomass and blue carbon, direct air capture with carbon storage, bioenergy with carbon capture and storage, enhanced weathering, and biochar (<xref ref-type="bibr" rid="B159">Sovacool et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B165">Tripodi et&#xa0;al., 2024</xref>).</p>
<p>The oceans are vast, but there are currently insufficient spatial and temporal observations of surface ocean CO<sub>2</sub> and airborne CO<sub>2</sub> fluxes, especially in winter and in high latitude areas, resulting in the fact that we know very little about long-term changes in the physical, biological, and chemical processes that underlie OCS (<xref ref-type="bibr" rid="B44">Duke et&#xa0;al., 2023</xref>). The Global Ocean Observing System has already provided an increasing amount of open type data about CO<sub>2</sub>. Observation results of coastal zones and high seas will be included in integrated management platforms (e.g., Eulerian and Lagrangian platforms) in the future to predict trends in CO<sub>2</sub> and seawater temperatures to support relevant ocean decision-making (<xref ref-type="bibr" rid="B66">Gr&#xe9;goire et&#xa0;al., 2021</xref>). Many new data and analysis techniques are increasingly being used to quantify coastal risks and others, such as using satellite imagery and machine learning to improve the accuracy of habitat classification, using drones for monitoring after natural disasters, or intervening in ocean management processes in advance (<xref ref-type="bibr" rid="B144">Ruckelshaus et&#xa0;al., 2020</xref>). The integration of carbonate system sensors with built-in sensors and other sensors has been demonstrated to enhance observation efficiency and spatial coverage (<xref ref-type="bibr" rid="B121">Osborne et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B99">Lin et&#xa0;al., 2024</xref>). Airborne LiDAR bathymetry can meet the needs of large-scale integrated mapping of land and ocean, and will develop towards system miniaturization and unmanned platforms in the future (<xref ref-type="bibr" rid="B69">He et&#xa0;al., 2024</xref>). Models are a powerful tool for studying the carbon cycle and its response to climate change (<xref ref-type="bibr" rid="B8">Aumont et&#xa0;al., 2015</xref>). Drawing on relevant data and employing model simulations, analyzing the variability of carbon sinks at fine spatial and temporal scales can enable us to quantify the carbon sink capacity in different regions. Furthermore, it allows us to forecast how the carbon sink capacity of the OCS will change in the future under various climate scenarios (<xref ref-type="bibr" rid="B90">Lai et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B67">Gruber et&#xa0;al., 2023</xref>).</p>
<p>In addition, effective ways to reduce technological emissions of CO<sub>2</sub> include reducing the demand for fossil energy or using alternative clean energy sources (<xref ref-type="bibr" rid="B1">Almomani et&#xa0;al., 2023</xref>). These new energy sources have the potential to power navigation, communication equipment, and related systems and devices on floating structures, thereby reducing their carbon footprint (<xref ref-type="bibr" rid="B128">Pires Manso et&#xa0;al., 2023</xref>). Conversely, the Neutral Buoyant Sediment Trap has been demonstrated to be a more precise instrument for the study of carbon flux (particularly biological carbon flux) by autonomously adjusting buoyancy to drift at the target depth, thereby reducing water flow interference (<xref ref-type="bibr" rid="B46">Estapa et&#xa0;al., 2020</xref>). Ocean energy has the technical potential to reduce CO<sub>2</sub> and the commercial viability to support economic growth (<xref ref-type="bibr" rid="B108">Magagna and Uihlein, 2015</xref>). Integrating ocean energy into the marine industry is essential for reducing carbon emissions and adapting to global climate change (<xref ref-type="bibr" rid="B124">Pan et&#xa0;al., 2024</xref>).</p>
<p>Topic III: Governance Risks of Sustainable Scientific Research on OCS</p>
<p>With respect to governance risks, academic articles on scientific advancements in OCS rarely reflect public management in their titles or keywords. Nevertheless, they consistently address governance-related risks and ethical considerations within their analyses, underscoring the intrinsic inseparability between the natural and social sciences. This means that although OCS is primarily focused on scientific research, it will inevitably need to be integrated with public management at a certain stage of development in order to achieve climate justice. Discussions on the ethics, morality, and justice of OCS have been marginalized in practice (<xref ref-type="bibr" rid="B65">Gonzalez et&#xa0;al., 2021</xref>). In many countries, mangroves, seagrasses, estuaries and salt marshes have been disturbed by commercial shrimp farming and fish farming (<xref ref-type="bibr" rid="B24">Castilla-Gavil&#xe1;n et&#xa0;al., 2024</xref>). There is also some invisible gender discrimination in some shrimp farming systems (<xref ref-type="bibr" rid="B117">Nguyen et&#xa0;al., 2022</xref>).</p>
<p>Integrating scientific and technological progress into policy relies heavily on the mutual trust and cooperation of stakeholders (<xref ref-type="bibr" rid="B10">Bastardie et&#xa0;al., 2023</xref>). Comprehension of the perspectives held by stakeholders is of paramount importance, as it facilitates a more profound examination of the viewpoints held by all relevant parties and helps address existing power imbalances in research (<xref ref-type="bibr" rid="B140">Rivers et&#xa0;al., 2023</xref>). This understanding enables the prediction of reactions by social groups to new policies and marine conservation plans, thereby supporting stakeholder-oriented policy initiatives in the cultivation of shared knowledge (<xref ref-type="bibr" rid="B118">Nikas et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B133">Quevedo et&#xa0;al., 2024</xref>). The aforementioned factors contribute to a more effective and inclusive decision-making process. The collaboration among government, local communities, and market stakeholders, whether top-down or bottom-up, is instrumental in ensuring the legitimacy and sustainability of the OCS system (<xref ref-type="bibr" rid="B13">Benani et&#xa0;al., 2025</xref>). It is particularly noteworthy that OCS projects furnish local communities with diversified livelihood opportunities, and the engagement of multiple stakeholders also advances women&#x2019;s economic empowerment, which in turn contributes to the practical realization of gender equality (<xref ref-type="bibr" rid="B135">Rasowo et&#xa0;al., 2024</xref>). However, various stakeholders harbor distinct needs and expectations regarding the oceans, often characterized by divergent and even conflicting priorities and values (<xref ref-type="bibr" rid="B34">Dale et&#xa0;al., 2019</xref>). The commodification of ecosystem services and the simplistic financial valuation of coastal environments are often at odds with the cultural traditions, beliefs, and spiritual values of local communities. Moreover, such approaches may inadvertently perpetuate colonial-era power dynamics and relationships (<xref ref-type="bibr" rid="B15">Bennett et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B136">Reiter et&#xa0;al., 2021</xref>). The international community has recognized the global nature of OCS through its inclusion in coordinated agreements on emissions reduction and climate change mitigation. Additionally, harmonized institutions, such as the International Carbon Action Partnership (ICAP) and the Global Carbon Council (GCC), have been established to manage carbon sinks. Their creation was initially driven by the urgent need for global cooperation in this critical domain (<xref ref-type="bibr" rid="B29">Chen et&#xa0;al., 2024</xref>). However, the significant variability in global sea-air CO<sub>2</sub> fluxes could result in inequitable distribution, with some countries being allocated more carbon sink capacity while others are designated as carbon sources (<xref ref-type="bibr" rid="B139">Rickels et&#xa0;al., 2024</xref>).</p>
<p>Carbon trading can potentially provide an additional economic resource for both developing countries and local communities (<xref ref-type="bibr" rid="B70">He et&#xa0;al., 2023</xref>). OCS, distinguished by its enhanced carbon sequestration efficiency, extended storage lifespans, and considerable financing prospects, is widely regarded as a suitable commodity for carbon trading (<xref ref-type="bibr" rid="B176">Wang et&#xa0;al., 2024b</xref>). The financial proceeds from ocean carbon trading have been demonstrated to provide crucial support for coastal protection and the restoration of damaged habitats and their resident organisms. This, in turn, enables these organisms to maximize their carbon sequestration potential (<xref ref-type="bibr" rid="B47">Ewane et&#xa0;al., 2025</xref>). Furthermore, a portion of the revenue from ocean carbon credit trading could be redistributed to communities, providing them with sustainable financial support for conserving resources and ensuring the continued provision of ecosystem benefits (<xref ref-type="bibr" rid="B170">Vanderklift et&#xa0;al., 2019</xref>). However, the practice of ocean carbon trading has the potential to engender social risks as well. Blue carbon projects, for instance, generally entail substantial initial costs, but suffer from ambiguous legal stipulations on ownership and an absence of a conducive regulatory framework. Consequently, the return on investment for blue carbon projects may be minimal or even negative, thereby introducing financial risks to investors (<xref ref-type="bibr" rid="B54">Friess et&#xa0;al., 2022</xref>). In the context of the international carbon trading market, the prices prevailing in these markets often fall far short of what is necessary to adequately compensate developing countries for the economic sacrifices they make by relinquishing development opportunities to protect marine ecosystems (<xref ref-type="bibr" rid="B136">Reiter et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B54">Friess et&#xa0;al., 2022</xref>). There are ongoing challenges in achieving a balance between the protection of fundamental national economic interests and environmental justice.</p>
<p>OCS&#x2019;s functioning needs to be regulated and guided by law in order to minimize ethical, moral, and social risks. Marine ecosystems are inherently transboundary and interconnected. In contrast, science, technology and law each function as independent and self-generating systems (<xref ref-type="bibr" rid="B82">Jensen et&#xa0;al., 2022</xref>). As a result, OCS is governed by a complex web of fragmented and overlapping rules, which may result in conflicting legal interpretations. If a state conducts ocean alkalization or fertilization within its jurisdictional waters to enhance the ocean&#x2019;s capacity to absorb atmospheric CO<sub>2</sub>, other states may argue that such activities pose a significant threat of transboundary harm to the marine environment (<xref ref-type="bibr" rid="B99">Lin et&#xa0;al., 2024</xref>). Moreover, current international law does not yet provide a clear balance between the right to use the oceans beyond national jurisdiction as OCS and the obligation to protect the marine environment (<xref ref-type="bibr" rid="B18">Boettcher et&#xa0;al., 2021</xref>). This indicates that the existing international legal framework governing the oceans has limited capacity to address climate change at its source directly (<xref ref-type="bibr" rid="B16">Beringen, 2024</xref>). When coastal countries develop ocean management policies, the traditional customary rights of coastal residents frequently coexist with formal legal rights, resulting in a highly complex rights landscape that exacerbates institutional management conflicts (<xref ref-type="bibr" rid="B37">Dencer-Brown et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s5" sec-type="discussion">
<label>5</label>
<title>Discussion</title>
<p>Current scientific research on OCS includes (1) various sources of carbon sinks; (2) functions in mitigating and adapting to climate change; (3) the development of ocean observation, assessment, and prediction technologies; (4) the uncertainties about contribution of OCS, and (5) the governance challenges on OCS. Although scientific consensus on many of the technical issues related to OCS has not yet been fully achieved (<xref ref-type="bibr" rid="B115">Nellemann et&#xa0;al., 2009</xref>), a fundamental aspect of scientific progress lies in exploring the functions of OCS. This includes understanding the factors that influence these functions, as well as developing new approaches to enhance them (<xref ref-type="bibr" rid="B96">Li et&#xa0;al., 2024</xref>). OCS research is fraught with numerous uncertainties beyond the potential biases in modeling and data parameters (<xref ref-type="bibr" rid="B40">DeVries et&#xa0;al., 2023</xref>). This is particularly evident given the paradoxical situation where scientific understanding of the ocean&#x2019;s role in buffering climate change remains limited, public awareness is insufficient, and national policies often lack meaningful action. In this context, the intrinsic value of nature and the need for precautionary management are frequently overlooked (<xref ref-type="bibr" rid="B71">Hessen and Vandvik, 2022</xref>).</p>
<p>Assessments of OCS need to rely on natural ecosystems and nature-based solutions (NbS), which are currently important programs supporting scientific advances in this field (<xref ref-type="bibr" rid="B184">Zhang et&#xa0;al., 2024a</xref>). NbS have been incorporated into the mitigation and adaptation plans of nearly two-thirds of the parties to the <italic>Paris Agreement</italic>, and are often hailed as the &#x201c;key&#x201d; to achieving net-zero carbon emissions (<xref ref-type="bibr" rid="B74">Hoffman, 2023</xref>). Compared to technological solutions such as geoengineering, utilizing naturally occurring carbon fixation, storage, and sequestration to mitigate and adapt to climate change may be a lower-risk and lower-cost strategy (<xref ref-type="bibr" rid="B109">Martin et&#xa0;al., 2021</xref>). OCS is constrained by the uncertainties arising from multidisciplinary interactions across scientific, social, economic, and ecological dimensions. Moreover, the concept of precaution, closely related to these uncertainties, has not yet been thoroughly explored in this context. Precaution has the ability to anticipate, monitor, and mitigate potential threats (<xref ref-type="bibr" rid="B34">Dale et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B120">Ogawa and Reyes, 2021</xref>). Implementing precautionary management of the risks associated with the advancement of OCS can enhance the adaptive capacity of symbiotic marine organisms to climate change (<xref ref-type="bibr" rid="B25">Chan et&#xa0;al., 2021</xref>). The multifunctionality of the ocean underscores its value beyond carbon sequestration. OCS contributes to ecosystem resilience, supports biodiversity, enhances environmental functions, and generates socioeconomic benefits (<xref ref-type="bibr" rid="B143">Rosentreter et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B110">Martin et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Fermepin et&#xa0;al., 2024</xref>). These co-benefits are integral to the value proposition of OCS (<xref ref-type="bibr" rid="B9">Barua et&#xa0;al., 2024</xref>). Yet current governance structures often place additional burdens&#x2014;environmental, economic, and ethical&#x2014;on vulnerable groups, raising concerns of scientific and climate justice (<xref ref-type="bibr" rid="B115">Nellemann et&#xa0;al., 2009</xref>). While scientific advancements are critical for informed policy, they risk becoming fragmented and disconnected from social contexts when they become overly specialized (<xref ref-type="bibr" rid="B156">Smetacek, 2018</xref>). Therefore, future progress in OCS research must adopt a systems-based, precautionary approach by integrating top-down governance with bottom-up ecological restoration.</p>
<p>Restoring marine ecosystems strengthens carbon sinks while also advancing economic development, enabling synergies between environmental and social goals (<xref ref-type="bibr" rid="B14">Benayas et&#xa0;al., 2009</xref>). Such integrative approaches not only enhance the effectiveness of carbon sink functions but also create pathways for inclusive and adaptive ocean-land governance frameworks. In this way, scientific innovation in OCS can contribute meaningfully to broader ocean-land sustainability transitions.</p>
</sec>
<sec id="s6" sec-type="conclusions">
<label>6</label>
<title>Conclusion and suggestions</title>
<p>The ocean is the largest ecosystem on Earth and a stable, long-term net carbon sink (<xref ref-type="bibr" rid="B3">Archer et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B22">Britton et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B150">Shutler et&#xa0;al., 2024</xref>). Significant progress has been achieved in the scientific research related to OCS. However, its interdisciplinary nature has introduced considerable uncertainties at the governance level. We have identified the key issues in the related research by conducting a comprehensive review of the literature on the scientific advancements in OCS. As a scientific proposition, OCS is also rooted in the social sciences (<xref ref-type="bibr" rid="B159">Sovacool et&#xa0;al., 2023</xref>). The interdisciplinary nature of OCS and the continuous evolution of science and technology suggest a need for specific recommendations to guide future research in this field.</p>
<p>Firstly, improving the technological application in the scientific research on OCS. Despite the scientific uncertainty, technology has the potential to reduce carbon intensity (<xref ref-type="bibr" rid="B172">Waheed, 2022</xref>). Therefore, in terms of observation, high-precision, high spatiotemporal resolution, and long-time-series carbon flux monitoring technologies support continuous ocean observation. We can achieve efficient, convenient and traceable data collection by integrating technologies such as satellites, sensors, drones and radars for carbon monitoring across a range of spatial and temporal scales (<xref ref-type="bibr" rid="B23">Brown et&#xa0;al., 2023</xref>). Regarding data integration, we could develop a big data scientific platform that incorporates the collection, storage, calculation, and analysis of domestic and international carbon sink data. This platform should have standardized interfaces and tiered access permissions for governments, research institutions, and enterprises to facilitate the flow of carbon sink data among different governance bodies (<xref ref-type="bibr" rid="B100">Liu et&#xa0;al., 2022b</xref>). Regarding modeling optimization, we should regularly select <italic>in-situ</italic> observation data from various marine areas to calibrate the parameters of OCS models and promptly correct the spatial interpolation biases of the models. This balances the accuracy and scope of OCS data.</p>
<p>Secondly, encouraging multi-stakeholders to participate in the &#x201c;sea-gas&#x201d; cycle. To begin with, environmental education is a key component in promoting extensive participation by stakeholders (<xref ref-type="bibr" rid="B73">Hilser et&#xa0;al., 2024b</xref>). The government should enhance the scientific understanding of the ecological value of marine systems among private stakeholders and deepen their comprehension of marine ecological changes through public education and awareness campaigns. Furthermore, successful coastal management also necessitates the &#x201c;valorization&#x201d; and &#x201c;mainstreaming&#x201d; of decarbonization efforts (<xref ref-type="bibr" rid="B6">Atchison et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B150">Shutler et&#xa0;al., 2024</xref>). Managers must consider the diverse needs of various stakeholders, develop more progressive ethical guidelines that strike a balance among the basic survival needs of coastal communities, the demands of commercial interests, and the imperative for a clean environment. Ultimately, the establishment of a conduit between scientific data and the requirements of stakeholders enables enhanced decision-making processes in the context of carbon management (<xref ref-type="bibr" rid="B23">Brown et&#xa0;al., 2023</xref>). To this end, countries can collect insights on OCS and its governance from stakeholders, including research institutions, enterprises, and local community residents, to inform domestic scientific decision-making. When engaging in joint OCS conservation efforts, the international community should prioritize the unique ecological and political interests of underrepresented regions, such as small island developing states, to facilitate sustained marine dialogue (<xref ref-type="bibr" rid="B42">Dobush et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B72">Hilser et&#xa0;al., 2024a</xref>). Scientific cooperation among regional countries on OCS can also alleviate geopolitical tensions (<xref ref-type="bibr" rid="B2">Ampomah et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B126">Patra et&#xa0;al., 2024</xref>).</p>
<p>Thirdly, building policy-based financial system to support scientific advances on OCS. Scientific research on OCS entails significant technological costs, suggesting that projects are unlikely to succeed without the provision of commercial services beyond carbon sequestration (<xref ref-type="bibr" rid="B163">Thomas, 2014</xref>; <xref ref-type="bibr" rid="B33">Cziesielski et&#xa0;al., 2021</xref>). Moderately integrating OCS into the carbon trading market could be achieved by launching blue carbon derivatives, such as futures and options, based on the existing spot trading system. This would activate capital liquidity and facilitate the reduction of carbon emissions (<xref ref-type="bibr" rid="B61">Gao et&#xa0;al., 2023</xref>). The government can comprehensively control carbon emissions through policy. In addition to formulating legal frameworks for OCS protection, the government can provide policy subsidies for blue carbon projects through loan interest subsidies, tax reductions and exemptions, and preferential interest rates (<xref ref-type="bibr" rid="B42">Dobush et&#xa0;al., 2022</xref>). These measures can significantly enhance the efficiency of OCS scientific research.</p>
<p>OCS is not only vital for climate regulation but also for achieving nature-based, cross-system solutions to global sustainability challenges. Based on bibliometric analysis, this study synthesizes and summarizes the current scientific status and governance issues of OCS, as well as offering insights into its future development. However, it is important to acknowledge the inherent limitations of this approach. As a multidisciplinary research endeavor encompassing both natural and social sciences, scientific innovation is characterized by its rapid and ongoing nature. Consequently, there is a notable lag in the pace of academic research in keeping pace with these advancements. As a result, the findings may not yet fully reflect the most recent scientific advancements. Moving forward, advancing OCS research requires technological innovation, inclusive stakeholder governance, and robust policy-based financial system. Only through integrated and precautionary approaches can the ocean&#x2019;s full carbon sequestration potential be realized&#x2014;complementing land-based efforts to build a resilient and low-carbon future.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>HW: Writing &#x2013; original draft, Software, Visualization, Investigation, Methodology, Formal analysis. YD: Writing &#x2013; original draft, Conceptualization, Validation, Supervision, Project administration. UPKE: Writing &#x2013; review &amp; editing. BB: Writing &#x2013; review &amp; editing. BS: Writing &#x2013; review &amp; editing. HZ: Writing &#x2013; review &amp; editing, Supervision. HS: Writing &#x2013; review &amp; editing, Supervision, Conceptualization, Validation, Resources, Project administration, Funding acquisition.</p></sec>
<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>
<p>The reviewer WMDNW declared a shared affiliation with the author UPKE to the handling editor at the time of review.</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>
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<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2546974">Chao Liu</ext-link>, Ministry of Natural Resources, China</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1943330">Jing Yu</ext-link>, Ocean University of China, China; <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3009417">Yidan Xu</ext-link>, Maastricht University, Netherlands; <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3131141">W.M.Dimuthu Nilmini Wijeyaratne</ext-link>, University of Kelaniya, Sri Lanka</p></fn>
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