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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">759372</article-id>
<article-id pub-id-type="doi">10.3389/feart.2021.759372</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Using Clumped Isotopes to Reconstruct the Maximum Burial Temperature: A Case Study in the Sichuan Basin</article-title>
<alt-title alt-title-type="left-running-head">Li et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Clumped Isotopes and MBT Reconstruction</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Pingping</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1288379/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duan</surname>
<given-names>Jinbao</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Zhongzhen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1461340/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zou</surname>
<given-names>Huayao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1403295/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>College of Geosciences, China University of Petroleum, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>SINOPEC Exploration Company, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1182407/overview">Qiangtai Huang</ext-link>, Sun Yat-sen University, China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1446246/overview">Jibao Dong</ext-link>, Institute of Earth Environment (CAS), China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1153352/overview">Fuyun Cong</ext-link>, China University of Geosciences Wuhan, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Pingping Li, <email>lpp@cup.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geochemistry, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>759372</elocation-id>
<history>
<date date-type="received">
<day>16</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>03</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Li, Duan, Cheng and Zou.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Li, Duan, Cheng and Zou</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>For strata that have experienced continual burial in the early stage and uplift in the late stage, the present-day temperature is lower than the maximum burial temperature (MBT), which is a key parameter for studying the hydrocarbon generation history of source rocks in petroliferous basins. In this paper, a new method for reconstructing the MBT is proposed based on the solid-state reordering model of carbonate clumped isotopes (<italic>&#x394;</italic>
<sub>47</sub>). The MBT reconstructed using the <italic>&#x394;</italic>
<sub>47</sub> was compared with the MBT constrained using the traditional Easy%R<sub>o</sub> model. The clumped isotope temperature (T<sub>&#x394;47</sub>) of the Permian micritic limestone from the Xibeixiang outcrop (about 62&#xb0;C) is much higher than its initial formation temperature (20&#x2013;25&#xb0;C), suggesting that the limestone experienced partial solid-state reordering during the late burial process. The MBT of the calcite obtained from the solid-state reordering model is 139&#x2013;147&#xb0;C, which is quite similar to the MBT determined using the Easy%R<sub>o</sub> model (139.5&#x2013;147.5&#xb0;C). T<sub>&#x394;47</sub> of the Permian and Triassic limestone and calcite cements in the Puguang gas field are 150&#x2013;180&#xb0;C, while T<sub>&#x394;47</sub> of the micritic dolostone is about 70&#xb0;C, suggesting that the &#x394;<sub>47</sub> of the limestone and calcite cements experienced complete solid-state reordering and the dolostone only experienced partial solid-state reordering. The MBT of the dolomite determined using the solid-state reordering model is 200&#x2013;220&#xb0;C, which is also similar to the MBT determined using the Easy%R<sub>o</sub> model (202&#x2013;227&#xb0;C). Therefore, the case studies from the Sichuan Basin suggest that &#x394;<sub>47</sub> can be used to reconstruct the MBT of ancient carbonate strata lacking vitrinite and detrital zircon data. However, different types of carbonate samples should be used to reconstruct the MBT for strata that have experienced different temperature histories. Micritic limestone and very finely crystallized dolostone can be used to reconstruct the MBT of strata that have experienced MBTs of &#x3c;150&#x2013;200&#xb0;C and &#x3e;200&#x2013;250&#xb0;C, respectively.</p>
</abstract>
<kwd-group>
<kwd>clumped isotopes</kwd>
<kwd>maximum burial temperature</kwd>
<kwd>carbonate</kwd>
<kwd>solid-state reordering</kwd>
<kwd>Sichuan Basin</kwd>
<kwd>vitrinite reflectance</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The burial temperature (especially the maximum burial temperature, MBT) of certain strata in a particular sedimentary basin is closely related to the maturity of the organic matter and the hydrocarbon generation of the source rocks (<xref ref-type="bibr" rid="B25">Hunt, 1996</xref>; <xref ref-type="bibr" rid="B19">Helgeson et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B42">Qiu et&#x20;al., 2012</xref>), and it can also affect the phases in oil and gas reservoirs (<xref ref-type="bibr" rid="B1">Barker, 1990</xref>; <xref ref-type="bibr" rid="B24">Hill et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B55">Zhu et&#x20;al., 2018</xref>). As a result, the MBT is one of the key parameters for basin modeling and the evaluation of oil and gas resources (<xref ref-type="bibr" rid="B30">Kinley et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B42">Qiu et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B50">Wood, 2018</xref>). For sedimentary basins that have experienced continuous subsidence and burial, the burial depth of certain strata was the largest during the burial process, and its present-day burial temperature is the MBT, which can be determined using current heat flow or geothermal gradient models (<xref ref-type="bibr" rid="B56">Zuo et&#x20;al., 2011</xref>). However, for sedimentary basins that subsided in the early stage and were uplifted and exhumed in the late stage, the present-day burial temperature of certain strata is usually lower than the MBT (<xref ref-type="bibr" rid="B18">Hao et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B13">English et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B9">Dou et&#x20;al., 2021</xref>), which cannot be directly determined using current heat flow or geothermal gradient models. As a result, reconstructing the MBT of certain strata in a basin that experienced late uplift and exhumation is key to the evaluation of the oil and gas exploration potential, and it is also a research focus in basin modeling.</p>
<p>Common methods of MBT reconstruction include the maturity index of the organic matter (<xref ref-type="bibr" rid="B23">H&#xe9;roux et&#x20;al., 1979</xref>; <xref ref-type="bibr" rid="B17">Hackley et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Luo et&#x20;al., 2020b</xref>) and low temperature thermochronology (<xref ref-type="bibr" rid="B5">Carlson, 1990</xref>; <xref ref-type="bibr" rid="B6">Craddock and Houseknecht, 2016</xref>; <xref ref-type="bibr" rid="B11">Ehlers and Farley, 2003</xref>; <xref ref-type="bibr" rid="B51">Yamada et al., 2007</xref>). The maturity index of the organic matter is commonly characterized by the vitrinite reflectance (<xref ref-type="bibr" rid="B39">Mukhopadhyay, 1994</xref>; <xref ref-type="bibr" rid="B29">Katz and Lin, 2021</xref>), which is mainly controlled by the temperature (<xref ref-type="bibr" rid="B25">Hunt, 1996</xref>). Therefore, the current vitrinite reflectance (R<sub>o</sub>), combined with an organic matter maturation model (such as the Easy%R<sub>o</sub> model; <xref ref-type="bibr" rid="B49">Sweeney and Burnham, 1990</xref>), can be used to determine the MBT. For strata without vitrinite data, the bitumen reflectance and graptolite reflectance can be used to calculate the equivalent R<sub>o</sub> (<xref ref-type="bibr" rid="B27">Jacob, 1989</xref>; <xref ref-type="bibr" rid="B36">Luo et&#x20;al., 2020b</xref>), but different conversion methods exist, and they have different application scopes (<xref ref-type="bibr" rid="B45">Schmidt et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B29">Katz and Lin, 2021</xref>). Low temperature thermochronology mainly uses annealing kinetic models of fission tracks in minerals (such as apatite and zircon) and (U-Th)/He thermochronology to determine the temperature evolution (<xref ref-type="bibr" rid="B5">Carlson, 1990</xref>; <xref ref-type="bibr" rid="B6">Craddock and Houseknecht, 2016</xref>; <xref ref-type="bibr" rid="B11">Ehlers and Farley, 2003</xref>; <xref ref-type="bibr" rid="B51">Yamada et&#x20;al., 2007</xref>). The annealing kinetic model of apatite fission tracks is only applicable at relatively low temperatures (below 125&#xb0;C; <xref ref-type="bibr" rid="B5">Carlson, 1990</xref>). For strata that have experienced temperatures of &#x3e;150&#xb0;C, only the annealing of zircon fission tracks can be used (<xref ref-type="bibr" rid="B51">Yamada et&#x20;al., 2007</xref>), but a unified annealing kinetic model of zircon has not yet been established. The (U-Th)/He thermochronology of zircon can be used to determine the corresponding MBT and time (<xref ref-type="bibr" rid="B43">Reiners, 2005</xref>), but for ancient marine strata, detrital zircons are often not easy to obtain, which limits the use of this method. Therefore, for ancient marine strata, both the maturity index of the organic matter and low temperature thermochronology have certain limitations in MBT reconstruction.</p>
<p>Carbonate minerals (such as calcite and dolomite) are commonly present in ancient marine strata. Carbonate clumped isotopes (&#x394;<sub>47</sub>), developed in recent years, can be used to determine the formation temperature of carbonate minerals (T<sub>&#x394;47</sub>), which have been called clumped isotope thermometers (<xref ref-type="bibr" rid="B15">Ghosh et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B12">Eiler, 2007</xref>). Unlike traditional oxygen isotope (<italic>&#x3b4;</italic>
<sup>18</sup>O) thermometers, clumped isotopes can be used to directly determine the formation temperature of carbonate minerals using the abundance of <sup>13</sup>C-<sup>18</sup>O in the carbonate minerals, without relying on the <italic>&#x3b4;</italic>
<sup>18</sup>O of the fluid from which the carbonate minerals grew (<xref ref-type="bibr" rid="B12">Eiler, 2007</xref>). However, T<sub>&#x394;47</sub> determined from the clumped isotopes can differ from the original formation temperature due to solid-state reordering. If the carbonate minerals experienced high temperatures during late burial, the <sup>13</sup>C and <sup>18</sup>O underwent solid-state diffusion, resulting in changes in the abundance of <sup>13</sup>C-<sup>18</sup>O in the minerals and T<sub>&#x394;47</sub> of the minerals (<xref ref-type="bibr" rid="B41">Passey and Henkes, 2012</xref>; <xref ref-type="bibr" rid="B47">Stolper and Eiler, 2015</xref>). Kinetic models of the solid-state reordering of carbonate minerals have been developed in recent years (<xref ref-type="bibr" rid="B41">Passey and Henkes, 2012</xref>; <xref ref-type="bibr" rid="B47">Stolper and Eiler, 2015</xref>; <xref ref-type="bibr" rid="B35">Lloyd et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B20">Hemingway and Henkes, 2021</xref>). The carbonate minerals in ancient carbonate strata have usually experienced high temperatures and solid-state reordering of <sup>13</sup>C and <sup>18</sup>O. Therefore, the solid-state reordering of calcite and dolomite in ancient carbonate strata can be used to reconstruct the MBT according to the established solid-state reordering models for calcite and dolomite (<xref ref-type="bibr" rid="B41">Passey and Henkes, 2012</xref>; <xref ref-type="bibr" rid="B47">Stolper and Eiler, 2015</xref>; <xref ref-type="bibr" rid="B35">Lloyd et&#x20;al., 2018</xref>). This provides a potential new method for reconstructing the MBT of ancient marine carbonate strata lacking vitrinite and detrital zircon&#x20;data.</p>
<p>The purpose of this study was to reconstruct the MBT using the clumped isotopes of the Permian and Triassic limestone and dolostone samples from the Sichuan Basin and to compare the MBT determined using carbonate clumped isotopes and the Easy%R<sub>o</sub> model in order to verify the reliability of using the carbonate clumped isotope method to reconstruct the MBT and to provide a good case study for MBT reconstruction of ancient marine carbonate strata.</p>
</sec>
<sec id="s2">
<title>Geologic Setting</title>
<p>The Sichuan Basin is a multi-cycle basin located in southwestern China (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>), with the Ediacaran to Quaternary sediments. It experienced six main tectonic cycles: the Yangtze (before 630&#xa0;Ma), Caledonian (630&#x2013;320&#xa0;Ma), Hercynian (320&#x2013;252&#xa0;Ma), Indosinian (252&#x2013;195&#xa0;Ma), Yanshanian (195&#x2013;65&#xa0;Ma), and Himalayan (65&#x2013;0&#xa0;Ma) movements (<xref ref-type="bibr" rid="B53">Zhai, 1989</xref>). Among them, the marine deposits were mainly developed from the Yangtze to the Early Indosinian, while the continental deposits were mainly developed from the Late Indosinian to the Himalayan.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Locations of the Puguang (PG) gas field, well-K2, and the Xibeixiang (XBX) outcrop in the Sichuan Basin. I &#x3d; eastern complete fault-fold zone, II &#x3d; southern gentle fault-fold zone, III &#x3d; southwestern gentle fault-fold zone, IV &#x3d; central flat zone, V &#x3d; northern gentle fault-fold zone, VI &#x3d; western gentle fault-fold zone.</p>
</caption>
<graphic xlink:href="feart-09-759372-g001.tif"/>
</fig>
<p>The Sichuan Basin experienced early extension and late compression and uplift (<xref ref-type="bibr" rid="B53">Zhai, 1989</xref>). From the Yangtze to the Early Indosinian, two weak extension events resulted in the development of two intracratonic sags in the Sichuan Basin (the Early Cambrian Mianyang-Changning sag and the Late Permian Kaijiang-Liangping sag) (<xref ref-type="bibr" rid="B34">Liu et&#x20;al., 2021</xref>). Strong compression and uplift have occurred since the Late Indosinian, and the Sichuan Basin has evolved into a foreland basin. In particular, the Longmanshan, located in the western boundary of the Sichuan Basin, uplifted gradually from the northeast to the southwest (<xref ref-type="bibr" rid="B4">Burchfiel et&#x20;al., 1995</xref>). During the Yanshanian, many large northeast-southwest striking folds and faults were formed in the eastern Sichuan Basin due to regional northwest-southeast compression (<xref ref-type="bibr" rid="B53">Zhai, 1989</xref>). Then, rapid uplift and exhumation occurred during the Late Yanshanian and Himalayan (<xref ref-type="bibr" rid="B7">Deng et&#x20;al., 2013</xref>). It is a typical basin that has experienced early subsidence and late uplift and exhumation in western China.</p>
<p>Marine carbonates and shales were deposited during the Permian and Early Triassic. From the bottom to top, the Permian can be divided into the Liangshan (P<sub>1</sub>l), Qixia (P<sub>1</sub>q), Maokou (P<sub>1</sub>m), Longtan (P<sub>2</sub>l)/Wujiaping (P<sub>2</sub>w), and Changxing (P<sub>2</sub>c)/Dalong (P<sub>2</sub>d) formations, and the Lower Triassic can be divided into the Feixianguan (T<sub>1</sub>f) and Jialingjiang (T<sub>1</sub>j) formations (<xref ref-type="bibr" rid="B53">Zhai, 1989</xref>). The P<sub>2</sub>l/P<sub>2</sub>w and P<sub>2</sub>d mainly consist of shales, which are the main source rocks of the P<sub>2</sub>c and T<sub>1</sub>f gas reservoirs (<xref ref-type="bibr" rid="B31">Li et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B52">Yu et&#x20;al., 2021</xref>), while the P<sub>2</sub>c and T<sub>1</sub>f mainly consist of dolostone and limestone, which are the main reservoirs rocks of the main large gas fields (such as the Puguang, Yuanba, and Longgang gas fields) discovered in recent years (<xref ref-type="bibr" rid="B38">Ma et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B10">Du et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B16">Guo et&#x20;al., 2018</xref>). The dolostone in the P<sub>2</sub>c and T<sub>1</sub>f was mainly developed on the platform margins of the Kaijiang-liangping trough, and it was formed in a near surface to quite shallow burial environment. The dolomitization fluids were sourced from the T<sub>1</sub>f evaporated sea water (<xref ref-type="bibr" rid="B28">Jiang et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B33">Li et&#x20;al., 2021</xref>).</p>
</sec>
<sec id="s3">
<title>Sampling and Analytical Methods</title>
<p>Three P<sub>1</sub>q limestone samples (D1, D4, and D6) and two P<sub>2</sub>d shale samples were collected from the XBX outcrop (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>), and three P<sub>2</sub>c-T<sub>1</sub>f limestone samples (L56, L61, and L62), four P<sub>2</sub>c-T<sub>1</sub>f dolostone samples (D83, D89, D90, and D99), three P<sub>2</sub>c-T<sub>1</sub>f calcite cement samples (Cem5, Cem8, and Cem25), and thirteen P<sub>2</sub>w shale samples were collected from the Puguang (PG) gas field (<xref ref-type="fig" rid="F1">Figure&#x20;1</xref>).</p>
<p>All of the shale samples were analyzed for R<sub>o</sub> using conventional microphotometric methods (<xref ref-type="bibr" rid="B46">Stach et&#x20;al., 1982</xref>) at the State Key Laboratory of Petroleum Resources and Prospecting, China University of Petroleum (Beijing). The number of readings was generally &#x3e;20 for the random reflectance, and the error of each sample was within&#x20;0.2%.</p>
<p>Thin sections of all of the limestone and dolostone samples were prepared for petrographic observations. Then, all of the limestone and dolostone samples and calcite cement samples were powdered to less than 0.15&#xa0;mm (100&#xa0;mesh) for <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, and clumped isotope (&#x394;<sub>47</sub>) analyses at the California Institute of Technology (Caltech). The detailed analytical procedures have been described in previously published papers (<xref ref-type="bibr" rid="B15">Ghosh et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B26">Huntington et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B44">Ryb and Eiler, 2018</xref>; <xref ref-type="bibr" rid="B32">Li et&#x20;al., 2020</xref>). First, about 10&#xa0;mg of carbonate sample was reacted with 103% phosphoric acid at 90&#xb0;C, and the CO<sub>2</sub> produced was purified using a gas-chromatography column. Then, the 44&#x2013;49 masses of the CO<sub>2</sub> were measured using a Thermo MAT253 isotope ratio mass spectrometer. Then, the <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, and <italic>&#x394;</italic>
<sub>47</sub> values were calculated using the methods described by <xref ref-type="bibr" rid="B26">Huntington et&#x20;al. (2009)</xref>. Finally, the <italic>&#x394;</italic>
<sub>47</sub> values were converted into the absolute reference frame (<xref ref-type="bibr" rid="B8">Dennis et&#x20;al., 2011</xref>), and the clumped isotopes temperature (T<sub>&#x394;47</sub>) of each sample was calculated using the temperature calibrations developed by <xref ref-type="bibr" rid="B3">Bonifacie et&#x20;al. (2017)</xref>. Most of the samples were measured two or three times. The standard deviation of the <italic>&#x3b4;</italic>
<sup>13</sup>C and <italic>&#x3b4;</italic>
<sup>18</sup>O measurement is &#x3c;0.01&#x2030;, and that of the <italic>&#x394;</italic>
<sub>47</sub> measurements is &#x3c;0.02&#x2030;. The standard errors of the in-house standard (CIT Carrara and TV04) were &#x3c;0.01&#x2030;. The raw data of d45-d79, D47 of samples, standards, equilibrated gases and heated gases were listed in the <xref ref-type="sec" rid="s12">Supplementary Table 1</xref>.</p>
</sec>
<sec sec-type="results" id="s4">
<title>Results</title>
<sec id="s4-1">
<title>Petrography</title>
<p>The crystal size of the carbonate minerals can be divided into micritic (&#x3c;50&#xa0;&#xb5;m), very fine (50&#x2013;100&#xa0;&#xb5;m), fine (100&#x2013;250&#xa0;&#xb5;m), medium (250&#x2013;500&#xa0;&#xb5;m), and coarse (&#x3e;500&#xa0;&#xb5;m) (<xref ref-type="bibr" rid="B2">Bissell and Chilingar, 1967</xref>). All of the limestone samples collected from the XBX outcrop are bioclastic limestone, the cement between the bioclastics is micritic calcite with crystal sizes of &#x3c;10&#xa0;&#x3bc;m, and no obvious crystallization was observed in the bioclastics and calcite cement (<xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>). The limestone samples collected from the Puguang gas field include bioclastic limestone (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>) and micritic limestone (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>). The crystal sizes of the calcite are &#x3c;10&#xa0;&#x3bc;m, and no obvious crystallization occurred in these limestone samples. The dolostone samples collected from the Puguang gas field include micritic dolostone (<xref ref-type="fig" rid="F2">Figures 2D,E</xref>), very fine crystallized dolostone (<xref ref-type="fig" rid="F2">Figure&#x20;2F</xref>), and fine crystallized dolostone (<xref ref-type="fig" rid="F2">Figure&#x20;2G</xref>). The crystal size of the two micritic dolostone samples is about 10&#xa0;&#xb5;m (average of 12&#xa0;&#x3bc;m for D87 and 10&#xa0;&#xb5;m for D90), and intercrystal pores were hardly observed in the two micritic dolostone samples. The average crystal size of the very fine crystallized dolostone (D89) is about 70&#xa0;&#x3bc;m, with very limited dolomite recrystallization, and some pores are developed between the subhedral dolomite crystals (<xref ref-type="fig" rid="F2">Figure&#x20;2F</xref>). The crystal sizes of the fine crystallized dolostone (D99) are 150&#x2013;200&#xa0;&#xb5;m (average of 194&#xa0;&#xb5;m), with obvious dolomite recrystallization, and black solid bitumen was observed in the pores between the subhedral dolomite crystals (<xref ref-type="fig" rid="F2">Figure&#x20;2G</xref>). The calcite cement samples (crystal sizes of 0.3&#x2013;1.0&#xa0;cm) collected from the Puguang gas field are mainly developed in vugs in dolostone, and it is generally associated with black solid bitumen (<xref ref-type="fig" rid="F2">Figures&#x20;2H,I</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A&#x2013;G)</bold> Thin-section photomicrographs of limestone and dolostone samples, and <bold>(H,I)</bold> photographs of calcite cements. <bold>(A)</bold> Sample D1, XBX outcrop, bioclastic limestone. <bold>(B)</bold> Sample L56, well PG6, 5383.1&#xa0;m, P<sub>2</sub>c, bioclastic limestone. <bold>(C)</bold> Sample L62, well MB3, 4014.0&#xa0;m, T<sub>1</sub>f, micritic limestone. <bold>(D)</bold> Sample D83, well MB4, 3892.5&#xa0;m, T<sub>1</sub>f, micritic dolostone. <bold>(E)</bold> Sample D90, well PG2, 4878.0&#xa0;m, T<sub>1</sub>f, micritic dolostone. <bold>(F)</bold> Sample D89, well PG12, 6007.0&#xa0;m, T<sub>1</sub>f, fine crystallized dolostone. <bold>(G)</bold> Sample D99, well PG6, 5339.0&#xa0;m, P<sub>2</sub>c, medium crystallized dolostone. <bold>(H)</bold> Sample Cem8, well MB3, P<sub>2</sub>c, 4394.6&#xa0;m, coarse calcite cements (the length of the small purple stick is 2.0&#xa0;cm). <bold>(I)</bold> Sample Cem5, well DW102, 4825.0&#xa0;m, T<sub>1</sub>f, coarse calcite cements in vugs in dolostone. Note: the wells MB3, MB4, DW102, PG2, PG6 and PG12 are all located in the Puguang gas&#x20;field.</p>
</caption>
<graphic xlink:href="feart-09-759372-g002.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>
<italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, <italic>&#x394;</italic>
<sub>47</sub>, and Clumped Isotope Temperature (T<sub>&#x394;47</sub>)</title>
<p>The <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, <italic>&#x394;</italic>
<sub>47</sub>, and T<sub>&#x394;47</sub> values of all of the carbonate samples collected from the XBX outcrop and the Puguang gas field are presented in <xref ref-type="table" rid="T1">Table&#x20;1</xref>. The <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, and <italic>&#x394;</italic>
<sub>47</sub> values of the three limestone samples from the XBX outcrop range from 3.451 to 3.788&#x2030;, &#x2212;6.336&#x2030; to &#x2212;4.793&#x2030;, and 0.499&#x2013;0.514&#x2030;. For the limestone, dolostone, and calcite cement samples collected from then Puguang gas field, the <italic>&#x3b4;</italic>
<sup>13</sup>C values range from 2.505 to 4.014&#x2030;, 2.478&#x2013;3.903&#x2030;, and &#x2212;1.108&#x2030; to &#x2212;0.227&#x2030;, respectively; the <italic>&#x3b4;</italic>
<sup>18</sup>O values range from &#x2212;6.943&#x2030; to &#x2212;6.366&#x2030;, &#x2212;6.300&#x2030; to &#x2212;4.044&#x2030;, and &#x2212;7.732&#x2030; to &#x2212;4.722&#x2030;, respectively; and the <italic>&#x394;</italic>
<sub>47</sub> values range from 0.333 to 0.347&#x2030;, 0.391&#x2013;0.481&#x2030;, and 0.355&#x2013;0.368&#x2030;, respectively. The <italic>&#x3b4;</italic>
<sup>13</sup>C values of the limestone and dolostone samples from the Puguang gas field are basically similar (2.505&#x2013;4.014&#x2030;), while the <italic>&#x3b4;</italic>
<sup>13</sup>C values of the calcite cement (&#x2212;1.108&#x2030; to &#x2212;0.227&#x2030;) are significantly lower than those of the limestone and dolostone samples.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, <italic>&#x2206;</italic>
<sub>47</sub>, and T<sub>&#x2206;47</sub> values of the carbonate samples from the XBX outcrop and the PG gas field in the Sichuan Basin.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Area</th>
<th align="center">Sample ID</th>
<th align="center">Sample Type</th>
<th align="center">Strata</th>
<th align="center">Depth (m)</th>
<th align="center">BT (&#x00B0;C)</th>
<th align="center">N</th>
<th align="center">&#x3b4;<sup>13</sup>C<break/>&#x2030;VPDB</th>
<th align="center">&#x3b4;<sup>18</sup>O<break/>&#x2030;VPDB</th>
<th align="center">&#x2206;<sub>47</sub> CDES, &#x2030;</th>
<th align="center">T<sub>&#x2206;47</sub>(&#xb0;C)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">XBX</td>
<td align="center">D1&#x2a;</td>
<td align="center">L</td>
<td align="center">P<sub>2</sub>q</td>
<td align="center">&#x2014;</td>
<td align="center">17</td>
<td align="center">3</td>
<td align="char" char="plusmn">3.878&#x20;&#xb1; 0.027</td>
<td align="char" char="plusmn">&#x2013;6.336&#x20;&#xb1; 0.109</td>
<td align="char" char="plusmn">0.494&#x20;&#xb1; 0.008</td>
<td align="char" char="plusmn">65.6&#x20;&#xb1; 3.6</td>
</tr>
<tr>
<td align="left">XBX</td>
<td align="center">D4&#x2a;</td>
<td align="center">L</td>
<td align="center">P<sub>2</sub>q</td>
<td align="center">&#x2014;</td>
<td align="center">17</td>
<td align="center">3</td>
<td align="char" char="plusmn">3.451&#x20;&#xb1; 0.036</td>
<td align="char" char="plusmn">&#x2013;5.296&#x20;&#xb1; 0.108</td>
<td align="char" char="plusmn">0.514&#x20;&#xb1; 0.017</td>
<td align="char" char="plusmn">56.7&#x20;&#xb1; 7.0</td>
</tr>
<tr>
<td align="left">XBX</td>
<td align="center">D6&#x2a;</td>
<td align="center">L</td>
<td align="center">P<sub>2</sub>q</td>
<td align="center">&#x2014;</td>
<td align="center">17</td>
<td align="center">3</td>
<td align="char" char="plusmn">3.479&#x20;&#xb1; 0.008</td>
<td align="char" char="plusmn">&#x2013;4.793&#x20;&#xb1; 0.038</td>
<td align="char" char="plusmn">0.499&#x20;&#xb1; 0.004</td>
<td align="char" char="plusmn">63.3&#x20;&#xb1; 1.8</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">Cem5</td>
<td align="center">C</td>
<td align="center">T<sub>1</sub>f</td>
<td align="center">4,825</td>
<td align="center">115</td>
<td align="center">2</td>
<td align="char" char="plusmn">&#x2013;0.840&#x20;&#xb1; 0.003</td>
<td align="char" char="plusmn">&#x2013;7.732&#x20;&#xb1; 0.036</td>
<td align="char" char="plusmn">0.355&#x20;&#xb1; 0.008</td>
<td align="char" char="plusmn">156.5&#x20;&#xb1; 7.9</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">Cem8</td>
<td align="center">C</td>
<td align="center">P<sub>2</sub>c</td>
<td align="center">4,395</td>
<td align="center">108</td>
<td align="center">1</td>
<td align="char" char="plusmn">&#x2013;1.108&#x20;&#xb1; 0.003</td>
<td align="char" char="plusmn">&#x2013;4.722&#x20;&#xb1; 0.007</td>
<td align="char" char="plusmn">0.368&#x20;&#xb1; 0.010</td>
<td align="char" char="plusmn">145.0&#x20;&#xb1; 8.9</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">Cem25</td>
<td align="center">C</td>
<td align="center">P<sub>2</sub>c</td>
<td align="center">4,360</td>
<td align="center">108</td>
<td align="center">2</td>
<td align="char" char="plusmn">&#x2013;0.227&#x20;&#xb1; 0.004</td>
<td align="char" char="plusmn">&#x2013;6.535&#x20;&#xb1; 0.005</td>
<td align="char" char="plusmn">0.359&#x20;&#xb1; 0.007</td>
<td align="char" char="plusmn">152.7&#x20;&#xb1; 6.1</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">L56</td>
<td align="center">L</td>
<td align="center">P<sub>2</sub>c</td>
<td align="center">5,383</td>
<td align="center">133</td>
<td align="center">1</td>
<td align="char" char="plusmn">2.505&#x20;&#xb1; 0.010</td>
<td align="char" char="plusmn">&#x2013;6.943&#x20;&#xb1; 0.007</td>
<td align="char" char="plusmn">0.333&#x20;&#xb1; 0.013</td>
<td align="char" char="plusmn">178.4&#x20;&#xb1; 14.9</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">L61</td>
<td align="center">L</td>
<td align="center">T<sub>1</sub>f</td>
<td align="center">5,350</td>
<td align="center">133</td>
<td align="center">1</td>
<td align="char" char="plusmn">4.014&#x20;&#xb1; 0.006</td>
<td align="char" char="plusmn">&#x2013;6.868&#x20;&#xb1; 0.004</td>
<td align="char" char="plusmn">0.347&#x20;&#xb1; 0.015</td>
<td align="char" char="plusmn">163.9&#x20;&#xb1; 15.6</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">L62</td>
<td align="center">L</td>
<td align="center">T<sub>1</sub>f</td>
<td align="center">4,014</td>
<td align="center">101</td>
<td align="center">1</td>
<td align="char" char="plusmn">3.701&#x20;&#xb1; 0.004</td>
<td align="char" char="plusmn">&#x2013;6.366&#x20;&#xb1; 0.005</td>
<td align="char" char="plusmn">0.333&#x20;&#xb1; 0.014</td>
<td align="char" char="plusmn">179.1&#x20;&#xb1; 16.2</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">D83</td>
<td align="center">MD</td>
<td align="center">T<sub>1</sub>f</td>
<td align="center">3,892</td>
<td align="center">100</td>
<td align="center">3</td>
<td align="char" char="plusmn">2.478&#x20;&#xb1; 0.007</td>
<td align="char" char="plusmn">&#x2013;4.257&#x20;&#xb1; 0.010</td>
<td align="char" char="plusmn">0.479&#x20;&#xb1; 0.009</td>
<td align="char" char="plusmn">72.5&#x20;&#xb1; 4.5</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">D90</td>
<td align="center">MD</td>
<td align="center">T<sub>1</sub>f</td>
<td align="center">4,878</td>
<td align="center">123</td>
<td align="center">2</td>
<td align="char" char="plusmn">2.748&#x20;&#xb1; 0.001</td>
<td align="char" char="plusmn">&#x2013;4.044&#x20;&#xb1; 0.005</td>
<td align="char" char="plusmn">0.481&#x20;&#xb1; 0.019</td>
<td align="char" char="plusmn">71.7&#x20;&#xb1; 8.9</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">D89</td>
<td align="center">VFCD</td>
<td align="center">T<sub>1</sub>f</td>
<td align="center">6,007</td>
<td align="center">137</td>
<td align="center">2</td>
<td align="char" char="plusmn">2.765&#x20;&#xb1; 0.005</td>
<td align="char" char="plusmn">&#x2013;4.209&#x20;&#xb1; 0.005</td>
<td align="char" char="plusmn">0.449&#x20;&#xb1; 0.009</td>
<td align="char" char="plusmn">88.5&#x20;&#xb1; 5.4</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">D99</td>
<td align="center">FCD</td>
<td align="center">P<sub>2</sub>c</td>
<td align="center">5,339</td>
<td align="center">128</td>
<td align="center">2</td>
<td align="char" char="plusmn">3.903&#x20;&#xb1; 0.005</td>
<td align="char" char="plusmn">&#x2013;6.300&#x20;&#xb1; 0.008</td>
<td align="char" char="plusmn">0.391&#x20;&#xb1; 0.010</td>
<td align="char" char="plusmn">126.3&#x20;&#xb1; 7.6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Note: L &#x3d; limestone, C &#x3d; calcite, MD &#x3d; micritic dolostone, VFCD &#x3d; very fine crystallized dolostone, FCD &#x3d; fine crystallized dolostone, BT &#x3d; burial temperature. N is the number of sample tests, the <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, and <bold>&#x2206;</bold>
<sub>47</sub> values are the average values of each measurement, the errors of the <italic>&#x3b4;</italic>
<sup>13</sup>C, <italic>&#x3b4;</italic>
<sup>18</sup>O, and <bold>&#x2206;</bold>
<sub>47</sub> values are average standard deviations. T<sub>&#x2206;47</sub> was calculated using the following equation: &#x394;<sub>47 CDES90</sub> &#x3d; 0.0422 &#xd7; 10<sup>6</sup> &#xd7; T<sup>&#x2212;2</sup> &#x2b; 0.1262 (<xref ref-type="bibr" rid="B3">Bonifacie et&#x20;al., 2017</xref>). &#x2a; denotes from <xref ref-type="bibr" rid="B32">Li et&#x20;al. (2020)</xref>.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>T<sub>&#x394;47</sub> of all of the carbonate samples exhibit a relatively large variation (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). T<sub>&#x394;47</sub> of the limestone from the XBX outcrop are 57.6&#x2013;65.6&#xb0;C (average of 61.9&#xb0;C); while T<sub>&#x394;47</sub> of the calcite cement and limestone samples from the Puguang gas field are 145&#x2013;156.5&#xb0;C (average of 151.4&#xb0;C) and 163.9&#x2013;179.1&#xb0;C (average of 173.8&#xb0;C), respectively. There is a large difference in T<sub>&#x394;47</sub> of the four dolostone samples from the Puguang gas field. T<sub>&#x394;47</sub> of the two micritic dolostone samples are 71.7&#x20;&#xb1; 8.9&#xb0;C (D90) and 72.5&#x20;&#xb1; 4.5&#xb0;C (D83), that of the very fine crystallized dolostone is 88.5&#x20;&#xb1; 5.4&#xb0;C, and that of the fine crystallized dolostone is 126.3&#x20;&#xb1; 7.6&#xb0;C (D99).</p>
</sec>
<sec id="s4-3">
<title>Vitrinite Reflectance (R<sub>o</sub>)</title>
<p>The R<sub>o</sub> values of the Permian shales from the XBX outcrop and the Puguang gas field are presented in <xref ref-type="table" rid="T2">Table&#x20;2</xref>. The R<sub>o</sub> values of the two P<sub>2</sub>d shale samples from the XBX outcrop are 0.92 and 0.96%, while the R<sub>o</sub> values of the P<sub>2</sub>w shales from the Puguang gas field are 2.39&#x2013;3.11% (average of 2.80%).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>The vitrinite reflectance (R<sub>o</sub>) of the shale samples from the XBX outcrop and PG gas field in the Sichuan Basin.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Area</th>
<th align="center">Well</th>
<th align="center">Depth (m)</th>
<th align="center">Strata</th>
<th align="center">Number of measuring points</th>
<th align="center">R<sub>o</sub> (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">XBX</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">P<sub>2</sub>d</td>
<td align="center">20</td>
<td align="char" char=".">0.92</td>
</tr>
<tr>
<td align="left">XBX</td>
<td align="center">&#x2014;</td>
<td align="center">&#x2014;</td>
<td align="center">P<sub>2</sub>d</td>
<td align="center">20</td>
<td align="char" char=".">0.96</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">4,891&#x2013;4,892</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">34</td>
<td align="char" char=".">2.39</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">4,930&#x2013;4,933</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">27</td>
<td align="char" char=".">2.43</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">4,952&#x2013;4,954</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">33</td>
<td align="char" char=".">2.67</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">4,952&#x2013;4,954</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">25</td>
<td align="char" char=".">2.60</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">5,153&#x2013;5,157</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">34</td>
<td align="char" char=".">2.71</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">5,185&#x2013;5,186</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">20</td>
<td align="char" char=".">2.79</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">MB3</td>
<td align="center">5,185&#x2013;5,186</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">21</td>
<td align="char" char=".">2.76</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">PG5</td>
<td align="center">5,586&#x2013;5,591</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">25</td>
<td align="char" char=".">3.05</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">PG5</td>
<td align="center">5,596&#x2013;5,602</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">25</td>
<td align="char" char=".">2.95</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">PG5</td>
<td align="center">5,674&#x2013;5,678</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">25</td>
<td align="char" char=".">3.19</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">PG5</td>
<td align="center">5,681&#x2013;5,687</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">30</td>
<td align="char" char=".">2.68</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">PG5</td>
<td align="center">5,732&#x2013;5,734</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">24</td>
<td align="char" char=".">3.10</td>
</tr>
<tr>
<td align="left">PG</td>
<td align="center">PG5</td>
<td align="center">5,744&#x2013;5,747</td>
<td align="center">P<sub>2</sub>w</td>
<td align="center">36</td>
<td align="char" char=".">3.11</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<sec id="s5-1">
<title>EASY%R<sub>o</sub> Model and Maximum Burial Temperature Reconstruction for the Xibeixiang Outcrop and Puguang Gas Field</title>
<p>The maturity of organic matter, which is usually characterized by R<sub>o</sub> and/or equivalent R<sub>o</sub> (such as the solid bitumen reflectance or graptolite reflectance), is a commonly used method for paleotemperature reconstruction (<xref ref-type="bibr" rid="B39">Mukhopadhyay, 1994</xref>; <xref ref-type="bibr" rid="B17">Hackley et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B36">Luo et&#x20;al., 2020b</xref>). The maturity evolution of organic matter is an irreversible process and can be characterized by a first-order chemical kinetics reaction. According to the Arrhenius equation, the maturity of organic matter has an exponential relationship with temperature and a linear relationship with time. As a result, temperature is the most important parameter affecting the maturity evolution of organic matter (<xref ref-type="bibr" rid="B25">Hunt, 1996</xref>). Theoretically, the MBT can be obtained based on a model of the evolution of the organic matter&#x2019;s maturity with temperature (such as the EASY%R<sub>o</sub> model; <xref ref-type="bibr" rid="B49">Sweeney and Burnham, 1990</xref>).</p>
<p>The EASY%R<sub>o</sub> model is a widely accepted model for the evolution of the maturity of organic matter, and the organic matter maturity (R<sub>o</sub>) can be calculated for a given heating rate (<xref ref-type="bibr" rid="B49">Sweeney and Burnham, 1990</xref>). According to apatite fission track analysis (<xref ref-type="bibr" rid="B7">Deng et&#x20;al., 2013</xref>), the Permian and Triassic strata in the XBX outcrop and the Puguang gas field reached their maximum burial depths at about 80 and 120&#xa0;Ma, respectively (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>). The area of the XBX outcrop was uplifted in the Late Indosinian (<xref ref-type="bibr" rid="B4">Burchfiel et&#x20;al., 1995</xref>), and the R<sub>o</sub> of the Permian shale near the XBX outcrop in the NW Sichuan Basin is &#x3c;1.3% (<xref ref-type="bibr" rid="B14">Fu et&#x20;al., 2010</xref>), so the MBT of the Permian shale should be less than 160&#xb0;C (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). A lot of solid bitumen with a relatively high maturity (R<sub>o</sub>&#x3e;1.7%) is commonly present in the Permian and Triassic gas reservoir in the Puguang gas field, suggesting that large scale oil-cracking occurred in this gas field, and the maximum burial temperature may have exceeded 200&#xb0;C (<xref ref-type="bibr" rid="B18">Hao et&#x20;al., 2008</xref>). In addition, the heat flow has decreased gradually since the Late Permian (<xref ref-type="bibr" rid="B54">Zhu et&#x20;al., 2016</xref>). Thus, the burial temperature of the Permian and Triassic strata in the XBX outcrop and the Puguang gas field should have reached the maximum values when the burial depths reached the maximum values at about 80 and 120&#xa0;Ma (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>), respectively. As a result, the heating rates should be about 1.0&#xb0;C/Ma (150&#xb0;C/(260&#x2013;80&#xa0;Ma) &#x3d; 0.83&#xb0;C/Ma) and 2.0&#xb0;C/Ma (220&#xb0;C/(250&#x2013;120&#xa0;Ma) &#x3d; 1.7&#xb0;C/Ma) for the XBX outcrop and the Puguang gas field, respectively.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>The general burial history of <bold>(A)</bold> well K2 near the Xibeixiang outcrop (modified from <xref ref-type="bibr" rid="B37">Luo et&#x20;al., 2020a</xref>) and <bold>(B)</bold> well PG5 in the Puguang gas field (modified from <xref ref-type="bibr" rid="B18">Hao et&#x20;al., 2008</xref>). P&#x003D;Permian, T&#x003D;Triassic, J&#x003D;Jurassic, K&#x003D;Cretaceous, N&#x003D;Neogene, Q&#x003D;Quaternary.</p>
</caption>
<graphic xlink:href="feart-09-759372-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>The evolution of the vitrinite reflectance (R<sub>o</sub>) vs. temperature based on the Easy%R<sub>o</sub> model (<xref ref-type="bibr" rid="B49">Sweeney and Burnham, 1990</xref>). Note the maximum burial temperatures of the Permian shale in the Xibeixiang (XBX) outcrop and the Puguang (PG) gas field are 132&#x2013;140 and 207&#x2013;232&#xb0;C, respectively.</p>
</caption>
<graphic xlink:href="feart-09-759372-g004.tif"/>
</fig>
<p>The evolution of R<sub>o</sub> with temperature based on the EASY%R<sub>o</sub> model for heating rates of 1.0 and 2.0&#xb0;C/Ma is shown in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>. According to this model, R<sub>o</sub> of the P<sub>2</sub>d shale in the XBX outcrop is 0.92&#x2013;0.96%, so the MBT of the P<sub>2</sub>d should be 132&#x2013;140&#xb0;C, while R<sub>o</sub> of the P<sub>2</sub>w shale in the Puguang gas field is 2.39&#x2013;3.11%, so the MBT of the P<sub>2</sub>w should be 207&#x2013;232&#xb0;C (<xref ref-type="fig" rid="F4">Figure&#x20;4</xref>). The thicknesses of the intervals between the P<sub>1</sub>q limestone and the P<sub>2</sub>d shale in the XBX outcrop and between the P<sub>2</sub>c-T<sub>1</sub>f dolostone and the P<sub>2</sub>w shale in the Puguang gas field are about 300 and 200 m (<xref ref-type="fig" rid="F3">Figure&#x20;3</xref>), respectively. In addition, the paleotemperature gradient in the Late Cretaceous was about 25&#xb0;C/km (<xref ref-type="bibr" rid="B54">Zhu et&#x20;al., 2016</xref>). As a result, the MBTs of the P<sub>1</sub>q limestone in the XBX outcrop and the P<sub>2</sub>c-T<sub>1</sub>f dolostone in the Puguang gas field should be 139.5&#x2013;147.5 and 202&#x2013;227&#xb0;C, respectively. The MBT determined using the EASY%R<sub>o</sub> model supplies a basic constraint on the MBT determined using the solid-state reordering model of carbonate clumped isotopes.</p>
</sec>
<sec id="s5-2">
<title>Solid-State Reordering of Calcite and Maximum Burial Temperature of P<sub>1</sub>q in the Xibeixiang Outcrop</title>
<p>Carbonate clumped isotopes (&#x394;<sub>47</sub>) can be used to directly determine the formation temperature or the equilibrium temperature of carbonate minerals, and they are independent of the <italic>&#x3b4;</italic>
<sup>18</sup>O of the fluid from which the carbonate minerals were deposited. This is called the clumped isotope thermometer (<xref ref-type="bibr" rid="B15">Ghosh et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B12">Eiler, 2007</xref>). The clumped isotope thermometer is mainly based on the exchange reactions of the <sup>13</sup>C and <sup>18</sup>O in carbonate minerals, and the abundance of <sup>13</sup>C-<sup>18</sup>O in carbonate minerals is a function of temperature (<xref ref-type="bibr" rid="B12">Eiler, 2007</xref>). However, the clumped isotope temperature (T<sub>&#x394;47</sub>) may be altered by high temperatures and/or recrystallization during the late burial process and can be completely different from the original formation temperature (<xref ref-type="bibr" rid="B41">Passey and Henkes, 2012</xref>). Ancient carbonate minerals have usually experienced relatively high temperatures during late burial, which resulted in solid-state exchange (reordering) of the <sup>13</sup>C-<sup>18</sup>O in the carbonate minerals. Consequently, the abundances of <sup>13</sup>C-<sup>18</sup>O in carbonate minerals will differ from the original abundances when the carbonate minerals were formed, and the T<sub>&#x394;47</sub> values should also be different from the original formation temperature of the carbonate minerals. In addition, recrystallization after mineral formation can also change the abundance of <sup>13</sup>C-<sup>18</sup>O and T<sub>&#x394;47</sub> of the carbonate minerals (<xref ref-type="bibr" rid="B44">Ryb and Eiler, 2018</xref>). Therefore, for ancient carbonate minerals, the present-day T<sub>&#x394;47</sub> is often the result of the combined effect of recrystallization and solid-state reordering. The solid-state reordering of &#x394;<sub>47</sub> can be characterized using a kinetic model, and the MBT of the carbonate minerals can be reconstructed if the carbonate minerals experienced no or limited recrystallization.</p>
<p>There are two main kinetic models for characterizing the solid-state reordering of carbonate minerals: the transient defect/equilibrium defect model (<xref ref-type="bibr" rid="B21">Henkes et&#x20;al., 2014</xref>) and the exchange-diffusion model (<xref ref-type="bibr" rid="B47">Stolper and Eiler, 2015</xref>). The best agreement between model predictions and natural dolomite marbles was found when using the exchange-diffusion model (<xref ref-type="bibr" rid="B35">Lloyd et&#x20;al., 2018</xref>). Therefore, the exchange-diffusion model was used to in this study. According to the exchange-diffusion model, the variation of T<sub>&#x394;47</sub> was shown in <xref ref-type="fig" rid="F5">Figure&#x20;5</xref>, if the Permian-Triassic limestone was formed at about 30&#xb0;C and reached a maximum temperature of about 220&#xb0;C at 120&#xa0;Ma. When the burial temperature was &#x3c;100&#xb0;C, no solid-state reordering occurred and T<sub>&#x394;47</sub> of the calcite would be stable. When the burial temperature was between 100 and 200&#xb0;C, partial solid-state reordering occurred and T<sub>&#x394;47</sub> of the calcite increased as the burial temperature increased. When the burial temperature was &#x3e;200&#xb0;C, full solid-state reordering occurred and T<sub>&#x394;47</sub> of the calcite reached equilibrium with the burial temperature. When the burial temperature was &#x3c;200&#xb0;C during the late uplift and exhumation, partial solid-state reordering occurred again and T<sub>&#x394;47</sub> of the calcite decreased as the burial temperature decreased. If the burial temperature was decreased from above 200&#xb0;C to below 150&#xb0;C during the uplift, T<sub>&#x394;47</sub> of the calcite would have decreased to a blocking temperature (final apparent temperature) of about 175&#x2013;200&#xb0;C (<xref ref-type="bibr" rid="B21">Henkes et&#x20;al., 2014</xref>), and it did not decrease as the burial temperature decreased (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>). The solid-state reordering of dolomite is similar to that of calcite, but T<sub>&#x394;47</sub> of dolomite is stable when the burial temperature is &#x3c;150&#xb0;C, and it does not reach equilibrium with the burial temperature when the burial temperature is &#x3c;250&#x2013;300&#xb0;C (<xref ref-type="bibr" rid="B35">Lloyd et&#x20;al., 2018</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>The general clumped isotope temperature (T<sub>&#x2206;47</sub>) evolution of the P<sub>2</sub>c-T<sub>1</sub>f dolomite and calcite from the Puguang gas field in the Sichuan Basin, assuming that the maximum burial temperature reached 220&#xb0;C and then decreased to 110&#xb0;C during the late uplift event. The solid-state reordering models for calcite and dolomite are from <xref ref-type="bibr" rid="B47">Stolper and Eiler (2015)</xref> and <xref ref-type="bibr" rid="B35">Lloyd et&#x20;al. (2018)</xref>, respectively. FAT &#x3d; Final apparent temperature.</p>
</caption>
<graphic xlink:href="feart-09-759372-g005.tif"/>
</fig>
<p>T<sub>&#x394;47</sub> of the limestone from the XBX outcrop is 62&#xb0;C on average, which is significantly higher than the seawater temperature (20&#x2013;30&#xb0;C) during the deposition of P<sub>1</sub>q (<xref ref-type="bibr" rid="B22">Henkes et&#x20;al., 2018</xref>), but is far lower than the blocking temperature after reaching the equilibrium temperature. According to the kinetic model of the solid-state reordering of calcite, it can be inferred that the limestone only underwent partial solid-state reordering, and it did not reach equilibrium. The petrological characteristics of the three bioclastic limestone samples (D1&#x2013;D3) from the XBX outcrop show that the bioclastics were cemented with micritic calcite, and no obvious recrystallization was observed. Therefore, the T<sub>&#x394;47</sub> values of the present-day limestone samples were mainly affected by the solid-state reordering process. As a result, the solid-state reordering model can be used to reconstruct the MBT of these limestone samples. Based on the solid-state reordering model for the calcite in the XBX outcrop, the relationship between T<sub>&#x394;47</sub> and MBT is shown in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>. T<sub>&#x394;47</sub> of the present-day limestone is 62&#xb0;C, and the corresponding MBT of the XBX limestone is about 139&#x2013;147&#xb0;C (<xref ref-type="fig" rid="F6">Figure&#x20;6</xref>), which is basically consistent with the MBT constrained by the EASY%R<sub>o</sub> model (139.5&#x2013;147.5&#xb0;C).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Relationship between the final apparent temperature (FAT) and the maximum burial temperature of the limestone from the Xibeixiang (XBX) outcrop, assuming that the calcite crystalized at 20 and 25&#xb0;C at 270&#xa0;Ma using <xref ref-type="bibr" rid="B47">Stolper and Eiler (2015)</xref> solid-state reordering model for calcite.</p>
</caption>
<graphic xlink:href="feart-09-759372-g006.tif"/>
</fig>
</sec>
<sec id="s5-3">
<title>Solid-State Reordering of Dolomite and the Maximum Burial Temperature of the P<sub>2</sub>c-T<sub>1</sub>f in the Puguang Gas Field</title>
<p>The MBT determined using the EASY%R<sub>o</sub> model is &#x3e;200&#xb0;C (202&#x2013;227&#xb0;C; <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>), which supports the fact that widespread oil cracking occurred in the Puguang gas field (<xref ref-type="bibr" rid="B18">Hao et&#x20;al., 2008</xref>), while the present-day burial temperature of the P<sub>2</sub>c-T<sub>1</sub>f is 100&#x2013;135&#xb0;C. According to the solid-state reordering model of calcite (<xref ref-type="fig" rid="F5">Figure&#x20;5</xref>) and the temperature history of the Puguang gas field, the limestone or early-formed calcite cements should have experienced complete solid-state reordering, and the final apparent temperature of the limestone and calcite cement should be similar to the blocking temperature (150&#x2013;160&#xb0;C) because the present-day burial temperature is 100&#x2013;135&#xb0;C due to the late uplift and exhumation. T<sub>&#x394;47</sub> of the micritic limestone and bioclastic limestone is 150&#x2013;170&#xb0;C, which is consistent with the blocking temperature predicted by the solid-state reordering model for calcite. The coarse calcite cements, associated with the solid bitumen and having more negative <italic>&#x3b4;</italic>
<sup>13</sup>C values (&#x2212;1.108&#x2030; to &#x2212;0.227&#x2030;) than that of its bulk rock (dolostone), are considered to be the product of oil cracking and thermochemical sulfate reduction (TSR) processes (<xref ref-type="bibr" rid="B18">Hao et&#x20;al., 2008</xref>), and they were deposited during the early burial process not during the late uplift and exhumation. T<sub>&#x394;47</sub> of the calcite cements in the Puguang gas field are 145&#x2013;156.5&#xb0;C (average of 151.4&#xb0;C), which is also very close to the blocking temperature of calcite predicted by the model. The small differences in the final apparent temperatures of the limestone and the coarse calcite cements in the Puguang gas field according to the uniform solid-state reordering model may be due to the different kinetic parameters used in the solid-state reordering models of the coarse calcite and micritic limestone, especially during the cooling process. However, no published paper has discussed this problem, and it is not discussed in detail in this paper. However, it is certain that the relatively high temperature (&#x3e;200&#xb0;C) in the Puguang gas field resulted in the complete solid-state reordering of the micritic limestone and the coarse calcite cements. Therefore, the micritic limestone and coarse calcite cements cannot be used to reconstruct the MBT in the Puguang gas&#x20;field.</p>
<p>However, the temperature of the onset of the partial reordering of dolomite is much higher than that of calcite, and the complete solid-state reordering temperature of dolomite can be as high as 250&#x2013;300&#xb0;C (<xref ref-type="bibr" rid="B35">Lloyd et&#x20;al., 2018</xref>). As a result, the solid-state reordering of the dolostone samples can be used to reconstruct the MBT in the Puguang gas field. The T<sub>&#x394;47</sub> values of the dolostone with different dolomite crystal sizes from the Puguang gas field are significantly different (<xref ref-type="table" rid="T1">Table&#x20;1</xref>). T<sub>&#x394;47</sub> of the micritic dolostone (71.7&#x2013;72.5&#xb0;C) is the lowest, followed by T<sub>&#x394;47</sub> of the very finely crystallized dolostone (88.5&#x20;&#xb1; 5.4&#xb0;C), but T<sub>&#x394;47</sub> of the two types of dolostone are very close to each other. T<sub>&#x394;47</sub> of the finely crystallized dolostone (126.3&#x20;&#xb1; 7.6&#xb0;C) is significantly higher than that of the micritic dolostone and the very finely crystallized dolostone, suggesting that T<sub>&#x394;47</sub> of the finely crystallized dolostone was also affected by relatively strong recrystallization, while the very finely crystallized dolostone only experienced very limited recrystallization.</p>
<p>It is widely accepted that the micritic and very finely crystallized dolostones were caused by penecontemporaneous dolomitization, which occurred under near surface conditions or quite shallow burial conditions. As a result, the initial formation temperatures of the micritic and very finely crystallized dolostones should be similar to the temperature of the coeval seawater. The temperature (30&#x2013;40&#xb0;C) in Southern China was lethally hot during the Late Permian-Early Triassic (<xref ref-type="bibr" rid="B48">Sun et&#x20;al., 2012</xref>), so the initial formation temperature of the micritic and very finely crystallized dolostones can be assumed to be 30&#x2013;40&#xb0;C. Assuming that the MBT reached 180&#xb0;C, 200&#xb0;C, 220&#xb0;C, and 240&#xb0;C, the corresponding T<sub>&#x394;47</sub> evolution of the dolostone can be predicted using the solid-state reordering model for dolomite (<xref ref-type="fig" rid="F7">Figure&#x20;7</xref>). If the MBT reached 180&#xb0;C, only T<sub>&#x394;47</sub> of the micritic dolostone (D83) and the very finely crystallized dolostone (D89) are within the predicted range (1.0&#x20;<italic>&#x3c3;</italic> error included; <xref ref-type="fig" rid="F7">Figure&#x20;7A</xref>), while T<sub>&#x394;47</sub> of the finely crystallized dolostone (D99) is significantly higher than the predicted range. If the MBT reached 200&#xb0;C or 220&#xb0;C, only T<sub>&#x394;47</sub> of the very finely crystallized dolostone (D89) is within the predicted range, and T<sub>&#x394;47</sub> of the micritic dolostone and the finely crystallized dolostone (D99) are slightly lower and significantly higher than the predicted range, respectively (<xref ref-type="fig" rid="F7">Figures 7B,C</xref>). If the MBT reached 240&#xb0;C, only T<sub>&#x394;47</sub> of the finely crystallized dolostone (D99) is within the predicted range, and T<sub>&#x394;47</sub> of the micritic dolostone and the very finely crystallized dolostone are lower than the predicted range (<xref ref-type="fig" rid="F7">Figure&#x20;7D</xref>). As was discussed above, T<sub>&#x394;47</sub> of the limestone and calcite cements were similar to the blocking temperature during the late cooling process, suggesting that the calcite experienced complete solid-state reordering, and the MBT should be &#x3e;200&#xb0;C. Combined with the T<sub>&#x394;47</sub> evolution shown in <xref ref-type="fig" rid="F6">Figure&#x20;6</xref>, the MBT of the P<sub>2</sub>c-T<sub>1</sub>f in the PG gas field should be 200&#x2013;220&#xb0;C, which is similar to the MBT determined using the EASY%R<sub>o</sub> model (202&#x2013;227&#xb0;C).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>The general clumped isotope temperature (T<sub>&#x2206;47</sub>) evolution of the dolostone from the Puguang gas field, assuming that the dolomite crystalized at 30 and 40&#xb0;C at 250&#xa0;Ma, and the maximum burial temperature reached 180, 200, 220, or 240&#xb0;C and then decreased to 110&#xb0;C during the late uplift event. The solid-state reordering model for dolomite is from <xref ref-type="bibr" rid="B35">Lloyd et&#x20;al. (2018)</xref>. Note: the D83, D89, and D99 represent dolostone samples, the black horizontal lines and columns in the right side represent the T<sub>&#x394;47</sub> and error bar of the samples D83, D89, and D99.</p>
</caption>
<graphic xlink:href="feart-09-759372-g007.tif"/>
</fig>
<p>Based on the model of the relationship between the final apparent temperature (present-day T<sub>&#x394;47</sub>) and the MBT (<xref ref-type="fig" rid="F8">Figure&#x20;8</xref>), the MBTs determined using the present-day T<sub>&#x394;47</sub> of the micritic dolostone (D83 and D90), the very finely crystallized dolostone (D89), and the finely crystallized dolostone (D99) are 162&#x2013;174, 171&#x2013;220, and 245&#x2013;252&#xb0;C, respectively. Only the MBT determined using the finely crystallized dolostone falls within the temperature range determined using the EASY%R<sub>o</sub> model. The MBT determined using the micritic dolostone is slightly lower than the temperature range determined using the EASY%R<sub>o</sub> model. This may be due to the kinetic parameter of the solid-state reordering model for dolomite was constructed based on dolomite with some recrystallization. While the MBT determined using the finely crystallized dolostone is significantly higher than the temperature range determined using the EASY%R<sub>o</sub> model, which is most likely due to the occurrence of significant recrystallization. However, the time and temperature at which the recrystallization reached final equilibrium is unknown. Consequently, the present-day T<sub>&#x394;47</sub> of the finely crystallized dolostone cannot be used to determine the MBT. Perhaps U-Pb dating of carbonate can be used to accurately determine the final equilibrium age of the dolostone (<xref ref-type="bibr" rid="B40">Pan et&#x20;al., 2020</xref>), and combined with the general burial and thermal gradient information, it can be used to reconstruct the MBT based on the solid-state reordering model, which is a valuable research direction for future studies.</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Relationship between the final apparent temperature (FAT) and the maximum burial temperature of the dolostone from the Puguang gas field, assuming that the dolomite crystalized at 30 and 40&#xb0;C at 250&#xa0;Ma. The solid-state reordering model for dolomite is from <xref ref-type="bibr" rid="B35">Lloyd et&#x20;al. (2018)</xref>.</p>
</caption>
<graphic xlink:href="feart-09-759372-g008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>The maximum burial temperature (MBT) of the XBX outcrop and the Puguang gas field was reconstructed using the solid-state reordering models for calcite and dolomite. The MBTs of the P<sub>1</sub>q limestone in the XBX outcrop and the P<sub>2</sub>c-T<sub>1</sub>f dolostone in the Puguang gas field determined using the solid-state reordering models for calcite and dolomite are 139&#x2013;147 and 200&#x2013;220&#xb0;C, respectively, which are similar to the ranges determined using the EASY%R<sub>o</sub> model (139.5&#x2013;147.5 and 202&#x2013;227&#xb0;C, respectively). Based on this study in the Sichuan Basin, the solid-state reordering models for calcite and dolomite provide a new potential method for reconstructing the MBT of ancient carbonate strata with MBTs of &#x3c;150&#x2013;200 and 250&#x2013;300&#xb0;C, respectively. In particular, the MBT determined using the solid-state reordering model for dolostone with limited crystallization is acceptable, while that of dolostone with obvious crystallization is significantly higher than the actual MBT. In addition, the solid-state reordering kinetic model for micritic dolostone also needs to be further optimized in future research.</p>
</sec>
</body>
<back>
<sec id="s7">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s12">Supplementary Materials</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>PL, Conceptualization, Methodology, Writing-Original Draft; JD, Resources; ZC, Investigation; HZ, Supervision, Funding acquisition.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This study was supported by the Strategic Priority Research Program of the Chinese Academy of Sciences (No. XDA14010306), NSFC Basic Research Program on Deep Petroleum Resource Accumulation and Key Engineering Technologies (U19B6003).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of Interest</title>
<p>JD was employed by SINOPEC Exploration Company.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s11">
<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>
<ack>
<p>We thank Uri Ryb and Nami Kitchen at Caltech for clumped isotopes measurement.</p>
</ack>
<sec id="s12">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/feart.2021.759372/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2021.759372/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.DOCX" id="SM1" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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