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			<titleStmt><title level='a'>Dual carbonate clumped isotope (Δ47-Δ48) measurements constrain different sources of kinetic isotope effects and quasi-equilibrium signatures in cave carbonates</title></titleStmt>
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				<publisher>Elsevier</publisher>
				<date>02/01/2024</date>
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				<bibl> 
					<idno type="par_id">10492521</idno>
					<idno type="doi">10.1016/j.gca.2023.11.017</idno>
					<title level='j'>Geochimica et Cosmochimica Acta</title>
<idno>0016-7037</idno>
<biblScope unit="volume">366</biblScope>
<biblScope unit="issue">C</biblScope>					

					<author>Zeeshan A. Parvez</author><author>Mohammed I. El-Shenawy</author><author>Jamie K. Lucarelli</author><author>Sang-Tae Kim</author><author>Kathleen R. Johnson</author><author>Kevin Wright</author><author>Daniel Gebregiorgis</author><author>Isabel P. Montanez</author><author>Barbara Wortham</author><author>Asfawossen Asrat</author><author>Eduard Reinhardt</author><author>John N. Christensen</author><author>Irvin W. Matamoros</author><author>Joshua Rubi</author><author>Kevin Miguel</author><author>Ben M. Elliott</author><author>Randy Flores</author><author>Shawn Kovacs</author><author>Robert A. Eagle</author><author>Aradhna Tripati</author>
				</bibl>
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			<abstract><ab><![CDATA[Cave carbonate minerals are an important terrestrial paleoclimate archive. A few studies have explored thepotential for applying carbonate clumped isotope thermometry to speleothems as a tool for constraining pasttemperatures. To date, most papers utilizing this method have focused on mass-47 clumped isotope values (Δ47)at a single location and reported that cave carbonate minerals rarely achieve isotopic equilibrium, with kineticisotope effects (KIEs) attributed to CO2 degassing. More recently, studies have shown that mass-47 and mass-48CO2 from acid digested carbonate minerals (Δ47 and Δ48) can be used together to assess equilibrium and probeKIEs. Here, we examined 44 natural and synthetic modern cave carbonate mineral samples from 13 localitieswith varying environmental conditions (ventilation, water level, pCO2, temperature) for (dis)equilibrium usingΔ47-Δ48 values, in concert with traditional stable carbon (δ13C) and oxygen (δ18O) isotope ratios. Data showedthat 19 of 44 samples exhibited Δ47-Δ48 values indistinguishable from isotopic equilibrium, and 18 (95 %) ofthese samples yield Δ47-predicted temperatures within error of measured modern temperatures. Conversely, 25samples exhibited isotopic disequilibria, 13 of which yield erroneous temperature estimates. Within some speleothemsamples, we find Δ47-Δ48 values consistent with CO2 degassing effects, however, the majority of sampleswith KIEs are consistent with other processes being dominant. We hypothesize that these values reflect isotopicbuffering effects on clumped isotopes that can be considerable and cannot be overlooked. Using a Raleigh Distillation Model, we examined carbon and oxygen isotope exchange trajectories and their relationships with dual clumped isotope disequilibria. Carbon isotope exchange is associated with depletion of both Δ47 and Δ48 relative to equilibrium, while oxygen isotope exchange is associated with enrichment of both Δ47 and Δ48 relative to equilibrium. Cave rafts collected from proximate locations in Mexico exhibit the largest averagedepartures from equilibrium (ΔΔ47 = − 0.032 ± 0.007, ΔΔ48 = − 0.104 ± 0.035, where ΔΔi is the measured value – the equilibrium value). This study shows how the Δ47-Δ48 dual carbonate clumped isotope framework can be applied to a variety of tcave carbonate mineral samples, enabling identification of isotopic equilibria and therefore quantitative application of clumped isotope thermometry for paleoclimate reconstruction, or alternatively, constraining the mechanisms of kinetic effects.]]></ab></abstract>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1.">Introduction</head><p>Speleothems have been widely used as terrestrial paleoclimate archives (Bar- <ref type="bibr">Matthews et al., 1997;</ref><ref type="bibr">Wang et al., 2001</ref><ref type="bibr">Wang et al., , 2004a,b;,b;</ref><ref type="bibr">Burns et al., 2003;</ref><ref type="bibr">Fleitmann et al., 2003)</ref>. This is due to annual cave temperatures remaining relatively constant (&#177;1 &#8226; C) and reflecting the mean annual air temperature of the region <ref type="bibr">(Poulson and White, 1969;</ref><ref type="bibr">McDermott, 2004;</ref><ref type="bibr">McDermott et al., 2011)</ref>. Additionally, cave carbonate minerals can be accurately dated with U-series dating methods <ref type="bibr">(Richards, 2003;</ref><ref type="bibr">McDermott, 2004;</ref><ref type="bibr">Scholz and Hoffmann, 2008)</ref>. Oxygen isotope ratios are the most commonly studied temperature proxy applied to speleothems used for paleoclimatology, and are based on a temperature-dependent relationship of the oxygen isotope fractionation factor (&#945;) between carbonate minerals and water <ref type="bibr">(Kim and O'Neil, 1997)</ref>. However, quantitative interpretation of oxygen isotope ratios in terrestrial carbonate minerals is hampered by the lack of constraints on the isotopic composition of waters, and on the magnitude of disequilibrium isotope effects. The complex isotopic evolution of meteoric water as it passes through the surface atmosphere, soil, karst zones, and adjusted cave atmospheric zone poses a challenge for accurate application of this paleothermometer <ref type="bibr">(Dreybrodt, 2012;</ref><ref type="bibr">McDermott, 2004;</ref><ref type="bibr">Lachniet, 2009)</ref>. In addition, fractionation associated with prior calcite precipitation and isotopic exchange between CO 2 in the cave atmosphere further complicate the use of this proxy <ref type="bibr">(Mickler et al., 2006;</ref><ref type="bibr">Dreybrodt et al., 2016;</ref><ref type="bibr">Hansen et al., 2017</ref><ref type="bibr">Hansen et al., , 2022))</ref>. In modern samples, this can be circumvented by controlled studies where the traditional isotopic compositions of cave drip waters are monitored at the approximate time and location of precipitation. In older speleothems, the potential for variation through time complicates reconstructions.</p><p>Other temperature proxies have also been used in speleothems to varying degrees of success, including Mg/Ca and alkenone unsaturation indexes as indirect proxies (Bar- <ref type="bibr">Matthews et al., 2003;</ref><ref type="bibr">Almogi-Labin et al., 2009)</ref>, analyzing isoprenoid tetraether (TEX 86 ) <ref type="bibr">(Powers et al., 2004;</ref><ref type="bibr">Tierney et al., 2008)</ref>, fluid inclusion micro thermometry <ref type="bibr">(Kr&#252;ger et al., 2011;</ref><ref type="bibr">Meckler et al., 2015)</ref>, fluid inclusion stable isotope analysis <ref type="bibr">(Van Breukelen et al., 2008;</ref><ref type="bibr">Dennis et al., 2011;</ref><ref type="bibr">Affolter et al., 2014)</ref>, noble gas thermometry <ref type="bibr">(Kluge et al., 2008;</ref><ref type="bibr">Scheidegger et al., 2011;</ref><ref type="bibr">Ghadiri et al., 2018)</ref>, and clumped isotope paleothermometry <ref type="bibr">(Ghosh et al., 2006;</ref><ref type="bibr">Schauble et al., 2006;</ref><ref type="bibr">Affek et al., 2008;</ref><ref type="bibr">Meckler et al., 2015;</ref><ref type="bibr">Kluge et al., 2014;</ref><ref type="bibr">Da&#235;ron et al., 2019)</ref>. The first study of clumped isotopes in speleothems showed that kinetic effects can impart a substantial bias <ref type="bibr">(Affek et al., 2008)</ref>, which has more recently been revisited <ref type="bibr">(Matthews et al., 2021)</ref>.</p><p>The foundation of clumped isotope thermometry is the thermodynamic equilibrium-driven preference of heavy isotope aggregation <ref type="bibr">(Wang et al., 2004a,b;</ref><ref type="bibr">Eiler and Schauble, 2004;</ref><ref type="bibr">Ghosh et al., 2006;</ref><ref type="bibr">Schauble et al., 2006;</ref><ref type="bibr">Eiler, 2007)</ref>. Most clumped isotope studies have focused on measuring the relative abundance of the multiply substituted isotopologue of CO 2 with a mass of 47 ( 13 C 18 O 16 O -&#916; 47 ), derived from acid digestion of carbonate minerals. However, one of the major caveats in &#916; 47 -thermometry is the underlying assumption that dissolved inorganic carbon (DIC) achieves isotopic equilibrium prior to mineral precipitation <ref type="bibr">(Ghosh et al., 2006)</ref>. Isotopic disequilibria for bulk &#948; 18 O and &#948; 13 C are observed in cave monitoring studies and synthetic precipitation experiments. These studies have reported speleothem fractionation factors that are between kinetic and equilibrium endmember values <ref type="bibr">(Tremaine et al., 2011;</ref><ref type="bibr">Day and Henderson, 2011;</ref><ref type="bibr">Johnston et al., 2013;</ref><ref type="bibr">Hansen et al., 2019;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>. A widely utilized test for probing oxygen isotopic disequilibria in speleothems is the Hendy Test <ref type="bibr">(Hendy, 1971)</ref>. However, this test is not universally applicable to all cave carbonates because it does not account for covariation in &#948; 18 O and &#948; 13 C, and disequilibrium &#948; 18 O values that may occur within different growth intervals <ref type="bibr">(Dorale and Liu, 2009)</ref>. Further, the Hendy Test has not yet been evaluated in depth for clumped isotopes.</p><p>Some cave carbonates are thought to have formed in clumped isotope equilibrium based on modern samples that yield &#916; 47 -temperatures that accurately reflect annual temperature, including Pleistocene speleothem samples from Borneo that were used to infer glacialinterglacial temperature changes <ref type="bibr">(Meckler et al., 2015)</ref> and the slow growing speleothems of Devils Hole <ref type="bibr">(Kluge et al., 2014;</ref><ref type="bibr">Tripati et al., 2015;</ref><ref type="bibr">Da&#235;ron et al., 2019;</ref><ref type="bibr">Bajnai et al., 2020</ref><ref type="bibr">Bajnai et al., , 2021;;</ref><ref type="bibr">Lucarelli et al., 2023a,b)</ref> and Corchia Caves <ref type="bibr">(Da&#235;ron et al., 2019)</ref>. In other cave carbonate samples, empirical observations suggest CO 2 degassing causes an increase in &#948; 18 O and a decrease in &#916; 47 <ref type="bibr">(Da&#235;ron et al., 2011;</ref><ref type="bibr">Kluge and Affek, 2012;</ref><ref type="bibr">Affek and Zaarur, 2014)</ref>.</p><p>The paired or dual carbonate clumped isotope (&#916; 47 and &#916; 48 ) system can provide another method for probing clumped isotopic disequilibria <ref type="bibr">(Tripati et al., 2015;</ref><ref type="bibr">Bajnai et al., 2020;</ref><ref type="bibr">Guo, 2020)</ref> including in cave carbonates <ref type="bibr">(Bajnai et al., 2021)</ref>. Recent advancements in mass spectrometry have enabled the measurement of the less abundant mass 48 isotopologue ( 12 C 18 O 18 O-&#916; 48 ) at sufficient precision for such applications <ref type="bibr">(Fiebig et al., 2019;</ref><ref type="bibr">Bajnai et al., 2020;</ref><ref type="bibr">Lucarelli et al., 2023a)</ref>. Dual clumped isotope measurements of &#916; 47 and &#916; 48 have been theoretically and experimentally shown to have an equilibrium relationship and constrained boundaries for disequilibrium trajectories in DIC pools and carbonate minerals. These relationships can be used to identify the origin of kinetic effects, the extent of deviation from equilibrium, and timescales associated with carbonate and mineral evolution <ref type="bibr">(Hill et al., 2014;</ref><ref type="bibr">Tripati et al., 2015;</ref><ref type="bibr">Fiebig et al., 2019</ref><ref type="bibr">Fiebig et al., , 2021;;</ref><ref type="bibr">Guo, 2020;</ref><ref type="bibr">Bajnai et al., 2020</ref><ref type="bibr">Bajnai et al., , 2021;;</ref><ref type="bibr">Lucarelli et al., 2023a,b;</ref><ref type="bibr">Parvez et al., 2023)</ref>. <ref type="bibr">Bajnai et al. (2021)</ref> and <ref type="bibr">Lucarelli et al. (2023a)</ref> successfully used dual clumped isotope space to assess equilibrium conditions associated with modern and Pleistocene Devil's Hole vein and mammillary calcite samples and confirmed consistent temperature over the past 570 ka.</p><p>Here, we have brought together a wide suite of cave carbonate samples from 13 localities, both natural and synthetic, produced in diverse growth environments (e.g., cave ventilation and temperature). These samples were selected to systematically explore factors influencing dual carbonate clumped isotopes (&#916; 47 , &#916; 48 ) and traditional stable isotopes (&#948; 13 C and &#948; 18 O) in caves. We examined if the dual clumped isotope method can determine which samples accurately predict modern temperatures. For samples with disequilibrium isotopic values, we then used dual clumped isotopes in concert with traditional stable isotopes to investigate the magnitude and mechanism of disequilibria.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.">Background</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1.">Cave systems</head><p>Meteoric water seeps through various subsurface zones prior to entering cave systems. These zones typically include soil, epikarst, and within-cave atmosphere environments. Meteoric water has a low pCO 2 and its oxygen and carbon isotope composition are governed by the hydrological cycle and atmospheric CO 2 <ref type="bibr">(Dansgaard, 1964;</ref><ref type="bibr">Craig and Gordon, 1965)</ref>. Upon entry into soil, the meteoric water is introduced to an environment which generally has a higher pCO 2 that forces an equilibration of CO 2 dissolved in the water <ref type="bibr">(Dreybrodt and Scholz, 2011)</ref>. Subsequently, this acidic water dissolves the carbonate minerals as it percolates through the epikarst zone below the soil. In this environment, the bulk isotopic composition of carbon is dictated by environmental factors. An example of which is the shift in &#948; 13 C values of carbonate minerals precipitated in soil caused by decaying vegetation. C3 plants generally induce a -14 to -6 &#8240; shift in &#948; 13 C, whereas C4 plants induce a -6 to +2 &#8240; shift <ref type="bibr">(McDermott, 2004)</ref>. In contrast, the oxygen isotope composition of percolating water initially preserves the isotopic signature of the meteoric water because of the relatively large oxygen reservoir in meteoric water compared to respired CO 2 in soil and DIC in epikarst <ref type="bibr">(Dreybrodt and Scholz, 2011)</ref>. Finally, the percolating water (high pCO 2 and pH of 5) enters the cave either as a water drop or a flowing thin film which are then exposed to the low pCO 2 cave atmosphere. The partial pressure gradient of the pCO 2 between the cave atmosphere and the percolating (drip) water triggers CO 2 degassing and CaCO 3 precipitation out of the drip water (reaction (1)).</p><p>The CO 2 degassing results in an increase in pH from around 5.0 to 8.9, based on whether the cave is an open or closed system <ref type="bibr">(Dreybrodt, 2012)</ref>. This leads DIC speciation to be approximately 96 % HCO 3 - <ref type="bibr">(Tripati et al., 2015)</ref>. The rate of CO 2 degassing in caves increases with decreasing thickness of the flowing water film <ref type="bibr">(Hansen et al., 2022)</ref>. Fast CO 2 degassing leads to progressive carbonate precipitation out of isotopic equilibrium with cave water <ref type="bibr">(El-Shenawy et al., 2020)</ref>. For example, fast CO 2 degassing isotopically enriches the remaining DIC species in cave water, and consequently the precipitated carbonates are relatively enriched in 13 C and 18 O due to the preferential escape of 12 C 16 O 2 <ref type="bibr">(M&#252;hlinghaus et al., 2009;</ref><ref type="bibr">Scholz and Hoffmann, 2008)</ref>.</p><p>However, slow CO 2 degassing allows enough time for cave water to buffer the isotopic enrichment in the DIC species and facilitates the precipitation of carbonate at or close to isotope equilibrium <ref type="bibr">(El-Shenawy et al., 2020)</ref>. In addition to fast CO 2 degassing, isotope exchange between the DIC species in water and atmospheric CO 2 in well-ventilated caves can cause disequilibrium isotope effects in the precipitated carbonates <ref type="bibr">(Dreybrodt et al., 2016;</ref><ref type="bibr">Hansen et al., 2017)</ref>. In particular, carbon isotope exchange between atmospheric CO 2 and DIC in water in well-ventilated caves enriches the DIC species in 13 C and thereby the precipitated carbonates <ref type="bibr">(Dreybrodt et al., 2016)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2.">Carbonate Clumped Isotope Geochemistry and Notation</head><p>There are 20 different isotopologues of C O 2- 3 with four that are singly-substituted, meaning they contain either a single heavy isotope of carbon or oxygen. The singly substituted variants make up ~1.8 % of the total abundance <ref type="bibr">(Eiler and Schauble, 2004;</ref><ref type="bibr">Eiler, 2007)</ref>. The remaining 16 isotopologues are multiply substituted "clumped" isotopes that contain &#8805;2 heavy isotopes of carbon and/or oxygen <ref type="bibr">(Ghosh et al., 2006)</ref>. Reactions (2) and (3) show isotope exchange reactions that form the multiply substituted isotopologues with m/z 63 ( </p><p>The temperature-dependent equilibrium constant for reactions (2) and (3) are the basis of the carbonate clumped isotope thermometer <ref type="bibr">(Ghosh et al., 2006;</ref><ref type="bibr">Schauble et al., 2006)</ref>.</p><p>No current method allows for the direct measurement of clumped isotopes in carbonate minerals. Thus, m/z 63 and m/z 64 carbonate ions within the mineral are converted to gaseous m/z 47 and m/z 48 CO 2 , respectively, and measured in a gas-source isotope-ratio mass spectrometer <ref type="bibr">(Ghosh et al., 2006)</ref> using the relationships in equations ( <ref type="formula">4</ref>) and ( <ref type="formula">5</ref>):</p><p>) ] &#215; 1000 (4)</p><p>where R i and R i * represent the measured and stochastic ratios of i/44 isotopologues, respectively <ref type="bibr">(Wang et al., 2004a,b;</ref><ref type="bibr">Eiler and Schauble, 2004;</ref><ref type="bibr">Ghosh et al., 2006;</ref><ref type="bibr">Schauble et al., 2006;</ref><ref type="bibr">Eiler, 2007)</ref>.</p><p>The time required for DIC in an aqueous solution to achieve clumped and oxygen isotope equilibrium is controlled by the forward and reverse rate constants for reactions (6)-( <ref type="formula">12</ref>) <ref type="bibr">(Zeebe and Wolf-Gladrow, 2001;</ref><ref type="bibr">Beck et al., 2005;</ref><ref type="bibr">Tripati et al., 2015;</ref><ref type="bibr">Guo, 2020;</ref><ref type="bibr">Uchikawa et al., 2021;</ref><ref type="bibr">Watkins and Devriendt, 2022)</ref>:</p><p>Ca 2+ + HCO - 3 &#8596; CaCO 3 (s) + H + (11)</p><p>Once CO 2 is dissolved in an aqueous solution, it undergoes (de)hydration or (de)hydroxylation reactions, leading to the formation of HCO 3 -(reactions ( <ref type="formula">6</ref>) and ( <ref type="formula">7</ref>)). These two reactions are the most important in 18 O/ 16 O isotopic equilibration as they provide the only route for the direct exchange of O atoms in the DIC-H 2 O system <ref type="bibr">(Zeebe and Wolf-Gladrow, 2001)</ref>. Reactions ( <ref type="formula">8</ref>)-(10) show the pathway from HCO 3 -to CO 3 2-and splitting of water molecules, and reactions ( <ref type="formula">11</ref>) and ( <ref type="formula">12</ref>) result in carbonate mineral formation. The time needed for DIC and H 2 O to isotopically equilibrate is dependent on pH and temperature <ref type="bibr">(Beck et al., 2005)</ref>, and can impact clumped isotope values <ref type="bibr">(Tripati et al., 2015)</ref>. Disequilibrium clumped isotope values have been measured in most Earth-surface carbonate minerals <ref type="bibr">(Da&#235;ron et al., 2019)</ref>. Biominerals such as brachiopod shells <ref type="bibr">(Carpenter and Lohmann, 1995;</ref><ref type="bibr">Bajnai et al., 2018;</ref><ref type="bibr">Rollion-Bard et al., 2019)</ref> and coral skeletons <ref type="bibr">(McConnaughey, 1989;</ref><ref type="bibr">Cohen, 2003;</ref><ref type="bibr">Rollion-Bard et al., 2010;</ref><ref type="bibr">Thiagarajan et al., 2011;</ref><ref type="bibr">Saenger et al., 2012;</ref><ref type="bibr">Kimball et al., 2016;</ref><ref type="bibr">Spooner et al., 2016)</ref> are hypothesized to have biological effects that cause disequilibrium fractionation. In abiotic carbonate minerals, KIEs associated with (de)hydration and (de)hydroxylation reactions can cause departures from isotopic equilibrium <ref type="bibr">(Ghosh et al., 2006;</ref><ref type="bibr">Guo, 2009</ref><ref type="bibr">Guo, , 2020;;</ref><ref type="bibr">Saenger et al., 2012;</ref><ref type="bibr">Falk et al., 2016;</ref><ref type="bibr">Spooner et al., 2016;</ref><ref type="bibr">Parvez et al., 2023)</ref>. In high pH lab experiments, <ref type="bibr">Tang et al. (2014)</ref> observed &#916; 47 values that were enriched relative to equilibrium in calcite (precipitated at pH &#8805; 10). This phenomenon has been hypothesized to have occurred due to insufficient time for the DIC pool to achieve isotopic equilibrium prior to mineral precipitation <ref type="bibr">(Tang and Feng, 2001;</ref><ref type="bibr">Tripati et al., 2015)</ref>. At elevated pH, the [CO 2 ] available to participate in isotopic equilibration reactions ( <ref type="formula">6</ref>) and ( <ref type="formula">7</ref>) is extremely low, where ~99 % of DIC is CO 3 2-at pH &#8805; 10 ( <ref type="bibr">Beck et al., 2005;</ref><ref type="bibr">Hill et al., 2014;</ref><ref type="bibr">Tripati et al., 2015)</ref>. Speleothems are known to exhibit non-equilibrium clumped isotope effects due to CO 2 degassing <ref type="bibr">(Affek et al., 2008;</ref><ref type="bibr">Da&#235;ron et al., 2011;</ref><ref type="bibr">Kluge and Affek, 2012;</ref><ref type="bibr">Fiebig et al., 2019;</ref><ref type="bibr">Guo and Zhou, 2019;</ref><ref type="bibr">Guo, 2020;</ref><ref type="bibr">Bajnai et al., 2020)</ref>. CO 2 degassing is predicted to lead to an enrichment of &#948; 18 O and &#916; 48 values, accompanied by a depletion in &#916; 47 values <ref type="bibr">(Da&#235;ron et al., 2011;</ref><ref type="bibr">Kluge and Affek, 2012;</ref><ref type="bibr">Fiebig et al., 2019;</ref><ref type="bibr">Guo and Zhou, 2019;</ref><ref type="bibr">Guo, 2020;</ref><ref type="bibr">Bajnai et al., 2020)</ref>. In some cases, speleothems exhibit a &#916; 47 -reconstructed temperature bias of ~10 &#8226; C or more when compared to mineral formation temperatures <ref type="bibr">(Kluge et al., 2013)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.">Materials and methods</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.">Sample collection and information</head><p>Speleothems were collected from 13 localities shown in Fig. <ref type="figure">1</ref> and described in Table <ref type="table">1</ref>. Here, we compiled these samples, which are modern natural and synthetic speleothems that grew in environments with varying ventilation, water levels, and temperature. A brief description of each site is provided below, and reported &#948; 18 O water values for each sample are given in Table <ref type="table">S1</ref>. Additional details on collection method, recovery protocols, and processing are given in the respective citations.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.1.">Cenote Rainbow, Feno, and Monkey Dust, Mexico samples</head><p>Cave raft samples were collected from 3 cave systems located in the Yucatan Peninsula and are described in <ref type="bibr">Kovacs et al. (2018)</ref>. The cave systems are referred to as Cenote Rainbow, Feno, and Monkey Dust. Each cave had a different profile exposed to the atmosphere and water levels which fluctuated following seasonal trends. Samples R1, R2, R3, and R5 were collected from Cenote Rainbow. The Cenote Rainbow cave system is 2.2 km inland (20 &#8226; 29&#8242;52.44&#8243;N, 87 &#8226; 15&#8242;29.65&#8243;W) from the Caribbean Sea coast, and is situated in between the townships of Puerto Aventuras and Akumal. This cenote is an extension of the X'tabay cave system that is 1,394 m in length and 13.7 m in depth, and is considered well ventilated, with one side open to the atmosphere. The water level of the cave fluctuated from 0.34 m to 0.94 m. Samples F1, F2, F3, F4, and F5 were collected from Cenote Feno. The Cenote Feno cave is located north of Tulum (20 &#8226; 19&#8242;17.34&#8243;N, 87 &#8226; 25&#8242;43.91&#8243;W) and is part of the Sistema Fenomeno cave system and is considered a closed system, with only a small opening to outside atmosphere. The water level of this cave fluctuated from 0.31 m to 0.98 m. Samples B1, B3, and B5 were collected from Cenote Monkey Dust, also known as Cenote Borge. The Cenote Monkey Dust is located south of Tulum (20 &#8226; 11&#8242;19.81&#8243;N, 87 &#8226; 33&#8242;4.66&#8243;W) and is part of the Sistema Dos Pisos cave system and is completely open to atmosphere, and considered well ventilated. The water level of this cave fluctuated from 0.41 m to 1.15 m.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.2.">Cueva Bonita, Mexico samples</head><p>Farmed calcite plates and naturally occurring speleothem samples were collected by <ref type="bibr">Wright et al. (2022)</ref> from Cueva Bonita (23 &#8226; N, 99 &#8226; W; 1071 m above sea level) located in the northern-most tropical cloud forest of Sierra Madre Oriental in the Northeast state of Tamaulipas. The farmed calcite plates include samples CB-D6, CB-D62, CB3, CB4-Scar, and CB4-Scar2. The speleothem (stalagmite) samples include CB4-12-Wet, CB4-48-Dry, CB4-82-Wet, CB4-99-Dry, and CB4-Top which are samples drilled from the central growth axis of the CB4 stalagmite <ref type="bibr">(Wright et al., 2022)</ref>. Farmed calcite plates were collected using frosted glass plates that were placed under cave drip water for a period of ~6 months to 1 year.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.3.">Cueva de la Puente, Mexico samples</head><p>Farmed calcite plates were recovered from Cueva de la Puente in San   <ref type="formula">2020</ref>). The cave is located at an elevation of 2,109 m above sea level and the local geology is dominated by upper Cretaceous fluorite-rich limestone with thin soil cover.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.4.">Lilburn Cave, California, United States samples</head><p>Farmed calcite samples Glacier and Canopy were recovered by <ref type="bibr">Wortham et al. (2021)</ref> from the Lilburn Caves in Sequoia and Kings Canyon National Park located in Central California. Glacier (GLR) was recovered from a site located 30 m away from the surface entrance to the cave system. Canopy (CPY) was recovered further away from the surface entrance at 61 m. Sanded watch glasses of approximately 10 cm in diameter were positioned under an active drip from which new calcite grew from 2018 to 2020.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.5.">Moaning Cave, California, United States samples</head><p>Speleothems were collected by <ref type="bibr">Oster et al. (2009)</ref> from the Moaning Cave (38.06 &#8226; N, 120.46 &#8226; W) located in the California Sierra Nevada mountain range. The samples were collected through core sampling of a stalagmite where the drip center was well defined. U-series dating indicates the core formed during the Holocene. The piece used here was sourced from the top of the core, and therefore likely formed over a few hundred years, with the youngest portion being ~450 years old.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.6.">Tham Doun Mai Cave, Laos samples</head><p>Samples were collected from the Tham Doun Mai Cave (20 &#8226; 45&#8242;N, 102 &#8226; 38&#8242;E) by <ref type="bibr">Wang et al. (2019)</ref> and <ref type="bibr">Griffiths et al. (2020)</ref>, and are labeled TM-D10 in our study. This cave is ~3,745 m long and located 352 m above sea level in Luang Prabang Province, Laos. Core samples of the stalagmites located ~200 m from the entrance of the cave were taken for analysis.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.7.">Tham Nguen Mai Cave, Laos samples</head><p>The sample TNM was collected by Kathleen Johnson from the Tham Nguen Mai cave located in Khammouane Province, Laos. The cave is 2,189 m long and located upstream from the Xe Bang Fai sink and is likely part of an ancient underground route of the Xe Bang Fai River. Farmed calcite plates were collected from under an active drip approximately 300 m from the cave entrance. These calcite plates were farmed between January 2019 and March 2020.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.8.">McMaster Artificial Cave samples</head><p>Synthetic speleothem samples were grown in an artificial cave that simulated cave drip and stalagmite growth by <ref type="bibr">El-Shenawy et al. (2020)</ref>. A pure CaCO 3 saturated solution with a pCO 2 level of 14,000-18,000 parts per million by volume (ppmv) was distributed to a 35 cm long Pyrex tube channel (e.g., stalactite) that allowed for CO 2 degassing to occur before the water impinges the upper watch glass (e.g., stalagmite) at a distance of 85 cm, and then flow to the lower watch glass (e.g., pool). The solution was injected into the long tube at 3 different flow rates (fast, intermediate, and slow). The environment in this cave system was controlled with temperature being modulated between 15, 25, and 32 &#8226; C; relative humidity at 95 %; and a pCO 2 of ~550 ppmv. Samples MIE-15-95-9-FL-Cent, MIE-15-95-9-FU-Edge, MIE-15-95-9-SL-Cent, MIE-25-95-8-FL-Cent, MIE-25-95-8-FU-Edge, MIE-32-95-3-FL-Cent, and MIE-32-95-3-FU-Cent were precipitated from this artificial cave.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.1.9.">Mechara and Tigray Caves, Ethiopian Highlands samples</head><p>Sample ASFA was collected from Rukiessa cave in the Mechara cave system, located in the Southeastern Ethiopian Highlands, and are described by <ref type="bibr">Asrat et al. (2008)</ref>. The Rukiessa cave's entrance is 1 km east of the eastern bank of the Mechara river (09 &#8226; 51&#8242;N, 37 &#8226; 65&#8242;E, elevation: 1618 m ASL). The cave is regularly flushed by seasonal floods which contain allogenic sediments. The entrance is a 2 m deep vertical hole in a sandy limestone layer that opens to a few chambers in a vertical series. The third chamber, known as the Asfa Chamber, approximately 30 m below the surface is where stalagmite sample ASFA was collected. This chamber is described as very wet, with pool waters fed by drips from active stalactites, and percolation-fed streams <ref type="bibr">(Asrat et al., 2008)</ref>.</p><p>Sample MM1 was collected from May Mekden cave (13 &#8226; 34&#8242;58&#8243;N, 39 &#8226; 34&#8242;5&#8243;E). It is a small 3 m long cave at the side of a cliff with the stalagmite collected near the entrance of the cave. MM-1 is not from a dripping cave, so no drip water isotope information is available. The ZA-3 sample was collected from Zayei cave (13 &#8226; 33'26"N, 39 &#8226; 08'44"E). Zayei cave is a 330 m long, 50-60 m wide (at its mid-section) and 10 m high chamber formed into a dripping, wet and humid (within cave temperature is 25 &#8226; C; relative humidity is 88%; <ref type="bibr">Asrat et al., 2009)</ref>. It is decorated with numerous speleothems. Both caves are located within the Jurassic limestone formations in the Tigray region of northern Ethiopia.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.2.">Isotopic Analyses and Instrumentation</head><p>All isotopic measurements were made in the Eagle-Tripati clumped isotope laboratory using a common acid bath (CAB) system coupled with a Nu Instruments Perspective IS isotope ratio mass spectrometer (IRMS) from 2020 to 2022, using methods from <ref type="bibr">Upadhyay et al. (2021)</ref>, <ref type="bibr">Lucarelli et al. (2023a), and</ref><ref type="bibr">Parvez et al. (2023)</ref>. Clumped isotope measurements were performed on evolved CO 2 produced by digestion of 0.5 mg of CaCO 3 samples in phosphoric acid at 90 &#8226; C. CO 2 was cryogenically purified in a cold finger and an Adsorption Trap (AdTrap) packed with Porapak Type-Q TM 50/80 and silver wool. Following purification, the sample CO 2 gas is transferred to the IRMS system. This instrument operates entirely under vacuum pressure and does not use a carrier gas. The laboratory CAB-IRMS systems have been shown to yield accurate and reproducible &#916; 47 <ref type="bibr">(Upadhyay et al., 2021;</ref><ref type="bibr">Lucarelli et al., 2023a)</ref> and &#916; 48 data <ref type="bibr">(Lucarelli et al., 2023a)</ref>, with standards that agree with published values from other labs for &#916; 47 <ref type="bibr">(Bernasconi et al., 2021)</ref> and &#916; 48 <ref type="bibr">(Bajnai et al., 2020;</ref><ref type="bibr">Swart et al., 2021)</ref>. The Nu Perspective IRMS is optimized for clumped isotope analysis with secondary electron suppression. Energy filters and quadratic lenses fitted in front of the Faraday collectors for m/z 47-49 drives the suppression. The detectors for m/z 44, 45, and 46 are registered through 3x10 8 , 3x10 10 , and 3x10 11 &#937; resistors, respectively. The detectors for m/z 47, 48, and 49 are registered through 3x10 12 &#937; resistors. A dual-inlet system allows for the input of the sample gas and a reference gas controlled by a bellows system that inputs both through a changeover block, so the sample and reference gases can be compared in real-time. The bellow system has 4 blocks of 15 cycles, for a total of 60 cycles of sample to standard comparison, with an 8-second changeover delay and 20 s of integration per cycle, for a total integration time of 1,200 s. There are continuous pressure adjustments to achieve 80 nA (24 V) on m/z 44 at every acquisition <ref type="bibr">(Upadhyay et al., 2021;</ref><ref type="bibr">Lucarelli et al., 2023a)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.3.">Standardization and Data Processing</head><p>The CO 2 reference gas used was sourced from Oztech with an isotopic composition of &#948; 18 O V-SMOW = 24.9 &#8240;; &#948; 13 C V-PDB = -3.56 &#8240;. Data was processed and corrected using Easotope 64-bit, release version 20201231 <ref type="bibr">(John and Bowen, 2016)</ref> with IUPAC parameters <ref type="bibr">(Brand et al., 2010;</ref><ref type="bibr">Da&#235;ron et al., 2016)</ref>. The &#916; 47 values are reported in the Intercarb-Carbon Dioxide Equilibrium Scale (I-CDES) <ref type="bibr">(Bernasconi et al., 2021)</ref> and &#916; 48 values are reported in the Carbon Dioxide Equilibrium Scale (CDES90) <ref type="bibr">(Fiebig et al., 2019;</ref><ref type="bibr">Lucarelli et al., 2023a)</ref>, meaning the &#916; 47 and &#916; 48 values are presented relative to standards with an acid digestion temperature of 90 &#8226; C. No acid fractionation factor (AFF) was applied to &#916; 47 or &#916; 48 data. The raw &#916; 47 and &#916; 48 values were corrected with an empirical transfer function (ETF) and nonlinearity correction, following methods from <ref type="bibr">Dennis et al. (2011)</ref>. The carbonate standards used in &#916; 47 and &#916; 48 ETFs include Carmel Chalk, CMTile, ETH-1, ETH-2, ETH-3, ETH-4, and Veinstrom <ref type="bibr">(Upadhyay et al., 2021;</ref><ref type="bibr">Lucarelli et al., 2023a)</ref>. International standards ETH-1 and ETH-2 were used to make nonlinearity corrections for both raw &#948; 47 versus &#916; 47 and &#948; 48 versus &#916; 48 data. All sample and standard replicate values are reported in a file repository given the Data Availability section. The standard mean values and reproducibility of &#916; 47 , &#916; 48 , &#948; 18 O, and &#948; 13 O are reported in Table <ref type="table">S2</ref>.</p><p>All samples, except for sample CB4-12-Wet, had a minimum of 3 replicates. The number of sample replicates was dictated by the amount of sample provided and the robustness of standard replicate data for standards measured within the same correction interval as the sample. The sample CB4-12-Wet had insufficient material for 3 replicate analyses, and is denoted with a gray symbol in all figures. In figures and tables, the 68 % (1 standard error; SE) and 95 % confidence interval (CI) are indicated.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.4.">Modeling of the DIC-H 2 O-CO 2 System Using IsoDIC</head><p>To illustrate the evolution of isotopic values in the DIC pool, specifically HCO 3</p><p>-and CO 3 2-</p><p>, we used the IsoDIC modeling software developed by <ref type="bibr">Guo and Zhou (2019)</ref> and <ref type="bibr">Guo (2020)</ref>. This modeling software predicts kinetic isotope fractionation in clumped isotopes in a DIC-H 2 O-CO 2 system. It simulates reactions ( <ref type="formula">6</ref>)-( <ref type="formula">10</ref>) for the evolution of isotopologue reactions involving all major isotopes of C and O, equating to a total of 155 reactions. The forward and reverse rate constants were estimated using Eq. ( <ref type="formula">13</ref>) below,</p><p>where k is the rate constant of the isotopically non-substituted reactions, and &#945; KIE is the kinetic isotope fractionation factor for the isotopically substituted reaction. The product of these variables yields k*, the modified rate constant for the isotopically substituted reaction. (De) hydration and (de)hydroxylation reactions, reactions ( <ref type="formula">6</ref>) and ( <ref type="formula">7</ref>), are the only reactions that contribute to isotopic fractionation. The interconversion between HCO 3 -and CO 3 2-and the splitting of water molecules, reactions ( <ref type="formula">8</ref>)-( <ref type="formula">10</ref>), are assumed to be at equilibrium due to their relatively rapid rates of reaction <ref type="bibr">(Guo and Zhou, 2019;</ref><ref type="bibr">Guo, 2020)</ref>. The equations used by this model are described in the Supplementary Material, and in depth in <ref type="bibr">Guo (2020)</ref>.</p><p>The following parameters were input into the IsoDIC model to determine isotopic evolution during CO 2 absorption and degassing: Degassing (1) solution temperature = 25.0 &#8226; C, (2) solution pH = 8, (3) air pCO 2 = 300 ppm, (4) &#948; 13 C V-PDB air = -10.00 &#8240;, (5) &#948; 18 O V-SMOW air = 41.46 &#8240; (6) system evolution time = 12 h, (7) clumped isotope temperature (T) = 25.0 &#8226; C; Absorption (1) solution temperature = 25.0 &#8226; C, (2) solution pH = 9, (3) air pCO 2 = 3,000 ppm, (4) &#948; 13 C V-PDB air = -10.00 &#8240;, (5) &#948; 18 O VSMOW air = 41.46 &#8240;, (6) system evolution time = 12 h, (7) clumped isotope T = 25.0 &#8226; C. These values do not correlate to a specific cave or environment and are default parameters used by <ref type="bibr">Guo (2020)</ref>.</p><p>The model yields &#916; 63 and &#916; 64 values which were converted into &#916; 47 and &#916; 48 values using acid fractionation factors (AFFs; y) determined in <ref type="bibr">Lucarelli et al. (2023a)</ref> in Eqs. ( <ref type="formula">14</ref>) and ( <ref type="formula">15</ref>).</p><p>An AFF of y = 0.196 &#8240; was used for the conversion of &#916; 63 to &#916; 47 , and an AFF of y = 0.131 &#8240; was used for the conversion of &#916; 64 to &#916; 48 . These AFFs account for the temperature-dependent removal of 16 O versus 18 O during acid digestion of carbonate minerals <ref type="bibr">(Guo et al., 2009)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.5.">Determination of disequilibrium versus equilibrium samples</head><p>Samples were considered to have achieved equilibrium if their &#916; 47 -&#916; 48 values were indistinguishable from equilibrium, meaning equilibrium &#916; 47 -&#916; 48 values were within the 95 % CI of the measured values. We also calculated &#916;&#948; 18 O, &#916;&#916; 47 , and &#916;&#916; 48 by taking the difference between measured values and equilibrium values calculated for the respective conditions for each cave. Equilibrium &#948; 18 O values were calculated for the various caves using the reported temperature (see Section 2.1 for references) and &#948; 18 O water , in conjunction with the temperaturedependent fractionation factors determined by <ref type="bibr">Kim and O'Neil (1997)</ref>, with the caveat that there may be seasonal variation in &#948; 18 O water . The &#916; 47 and &#916; 48 equilibrium values were calculated with respect to reported cave temperatures using relationships from <ref type="bibr">Anderson et al. (2021)</ref> and <ref type="bibr">Lucarelli et al. (2023a)</ref>.  <ref type="figure">2</ref> and<ref type="figure">3</ref>, respectively. In the text below, we report the ranges of measured isotopic values for each sample location that has &gt;1 collected sample. Plots of &#916; 47 and &#916; 48 versus &#948; 13 C and &#948; 18 O with all samples aggregated are reported in Fig. <ref type="figure">S2</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.">Results</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>4</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.1.1.">Cave rafts</head><p>The &#916; 47 , &#916; 48 , &#948; 18 O, and &#948; 13 C values for the cave rafts from 3 proximate cenotes, Rainbow, Feno, and Monkey Dust, (samples: B1, B3, B5, F1, F2, F3, F4, F5, R1, R2, R3, R5), collected by <ref type="bibr">Kovacs et al. (2018)</ref>, range from 0.550 &#8240; to 0.610 &#8240;, 0.075 &#8240; to 0.237 &#8240;, 24.6 &#8240; to 25.3 &#8240;, and -11.8 &#8240; to -9.5 &#8240;, respectively.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.1.2.">Farmed calcite plates</head><p>The &#916; 47 , &#916; 48 , &#948; 18 O, and &#948; 13 C values for the farmed calcite plates from Cueva Bonita (CB-D6, CB-D62, CB3, CB4-Scar, CB4-Scar2), collected by <ref type="bibr">Wright et al. (2022)</ref>, range from 0.601 &#8240; to 0.634 &#8240;, 0.237 &#8240; to 0.289 &#8240;, 25.7 &#8240; to 26.8 &#8240;, and -12.9 &#8240; to -5.3 &#8240;, respectively. The &#916; 47 , &#916; 48 , &#948; 18 O, and &#948; 13 C values for the farmed calcite from Cueva de la Puenta (CP-D2, CP-D3a, CP-D3a2, CP-D3a3, CP-D3b, CP-D3b2), collected by Serrato (2020), range from 0.579 &#8240; to 0.639 &#8240;, 0.139 &#8240; to 0.288 &#8240;, 21.5 &#8240; to 22.2 &#8240;, and -10.8 &#8240; to -8.5 &#8240;, respectively. The &#916; 47 , &#916; 48 , &#948; 18 O, and &#948; 13 C values for farmed calcite from Lilburn Cave (CPY, GLR), collected by <ref type="bibr">Wortham et al. (2021)</ref>, range from 0.640 &#8240; to 0.645 &#8240;, 0.201 &#8240; to 0.266 &#8240;, 22.1 &#8240; to 22.5 &#8240;, and -8.7 &#8240; to -9.7 &#8240;, respectively.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.1.3.">Speleothems</head><p>The &#916; 47 , &#916; 48 , &#948; 18 O, and &#948; 13 C values for the speleothem samples from Cueva Bonita (CB4-12-Wet, CB4-48-Dry, CB4-82-Wet, CB4-99-Dry, CB4-Top), collected by <ref type="bibr">Wright et al. (2022)</ref> </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2.">Isotopic Disequilibrium Analysis (&#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O)</head><p>The difference between measured sample values and calculated equilibrium values for clumped <ref type="bibr">(Lucarelli et al., 2023a)</ref> and oxygen isotopes <ref type="bibr">(Kim and O'Neil, 1997)</ref> was determined based on the respective cave conditions, and reported in Table <ref type="table">3</ref>. The majority of samples, 40 out of 44 (91 %) did not have equilibrium &#916;&#948; 18 O values (Fig. <ref type="figure">4</ref>). However, 19 of 44 samples (48 %), were within the 95 % CI of &#916;&#916; 48 versus &#916;&#916; 47 equilibrium (the origin in Fig. <ref type="figure">5</ref>). All cave raft samples except one had significant depletions in &#916; 47 and &#916; 48 values relative to equilibrium (Fig. <ref type="figure">5</ref>). Additional plots of aggregated sample &#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O values are in Figs. <ref type="figure">S3</ref> and<ref type="figure">S4</ref>. In the text below, we report the ranges of calculated disequilibria for each sample location that has &gt;1 collected sample.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2.1.">Cave rafts</head><p>The &#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O ranges for the cave rafts collected from Cenote Feno, Rainbow, and Monkey Dust, in Mexico <ref type="bibr">(Kovacs et al., 2018)</ref> are -0.045 &#8240; to 0.014 &#8240;, -0.172 &#8240; to 0.010 &#8240;, and -0.9 &#8240; to 1.2 &#8240;, respectively.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2.2.">Farmed calcite</head><p>The &#916;&#916; 47 , &#916;&#916; , and &#916;&#948; 18 O values of the calcite plates farmed by <ref type="bibr">Wright et al. (2022)</ref> from Cueva Bonita, Mexico range from -0.013 &#8240; to 0.019 &#8240;, -0.017 &#8240; to 0.035 &#8240;, and -0.1 &#8240; to 1.3 &#8240;, respectively. The &#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O values of the calcite plates farmed by Serrato (2020) from Cueva de la Puente, Mexico range from -0.033 &#8240; to 0.032 &#8240;, -0.115 &#8240; to 0.037 &#8240;, and -0.3 &#8240; to 0.8 &#8240;, respectively. The &#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O values of the calcite plates farmed by <ref type="bibr">Wortham et al. (2021)</ref> from Lilburn Cave, California, USA range from -0.006 &#8240; to -0.002 &#8240;, -0.068 &#8240; to -0.003 &#8240;, and 1.3 &#8240; to 1.7 &#8240;, respectively.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2.3.">Speleothems</head><p>The &#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O values for the CB4 speleothem subsamples from Cueva Bonita, Mexico, collected by <ref type="bibr">Wright et al. (2022)</ref>, range from -0.022 &#8240; to 0.003 &#8240;, -0.028 &#8240; to 0.080 &#8240;, and 0.0 &#8240; to 1.3 , respectively. The &#916;&#916; 47 , &#916;&#916; 48 , and &#916;&#948; 18 O for the artificial speleothem samples synthesized by El-Shenawy et al. (2020) range from -0.025 &#8240; to 0.005 &#8240;, -0.067 &#8240; to 0.095 &#8240;, and -0.1 &#8240; to 1.8 &#8240;, respectively.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.">Discussion</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.1.">Assessing disequilibria of cave carbonates using traditional stable isotopes (&#948; 13 C and &#948; 18 O)</head><p>Carbonate minerals in cave environments are mainly formed via CO 2 degassing out of waters saturated with respect to calcite which is caused by the pCO 2 gradient between the calcite-saturated water and the cave atmosphere <ref type="bibr">(Dreybrodt, 2012;</ref><ref type="bibr">Hansen et al., 2013)</ref>. Fast CO 2 degassing tends to result in a coherent increase (i.e., covariation) in &#948; 18 O and &#948; 13 C values of the dissolved bicarbonate and consequently, similar increases in the precipitating minerals due to the preferential loss of 12 C and 16 O <ref type="bibr">(Mickler et al., 2004;</ref><ref type="bibr">Scholz and Hoffmann, 2008;</ref><ref type="bibr">Day and Henderson, 2011;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>. At the onset of CO 2 degassing, precipitating minerals would be close to carbon and oxygen isotopic equilibrium with parent water. However, progressive CO 2 degassing leads to a positive deviation from the initial carbon and oxygen isotopic equilibria <ref type="bibr">(Dreybrodt and Scholz, 2011)</ref>. Therefore, a positive correlation between &#948; 18 O and &#948; 13 C values of cave carbonate minerals can be a robust indicator of isotopic disequilibria <ref type="bibr">(Hendy, 1971;</ref><ref type="bibr">Mickler et al., 2006)</ref>. The samples collected from natural caves in this study show a significant positive correlation (p-value of &#8804;0.02) between &#948; 18 O and &#948; 13 C values, suggesting that these samples formed in oxygen and carbon isotopic disequilibria with cave water. The calcite rafts from Mexico exhibit a &#948; 18 O/&#948; 13 C covariation with a slope of 0.284 &#177; 0.085 (p-value = 0.008; Fig. <ref type="figure">6A</ref>), while the farmed calcite and the natural speleothem samples from Cueva Bonita (CB) and Cueva de la Puenta (CP) caves in Mexico have slopes of 0.170 (p-value = 0.020) and 0.333 (p-value = 0.0007), respectively (Fig. <ref type="figure">6B</ref>). This difference in the slopes of the &#948; 18 O/&#948; 13 C covariation indicates a different degree of isotopic disequilibria. Note that our regression analyses were undertaken only for data sets with 3 or more samples. The slope of &#948; 18 O/&#948; 13 C covariation in carbonate minerals due to CO 2 degassing can be estimated using a Rayleigh Distillation Model (RDM) <ref type="bibr">(Mickler et al., 2004</ref><ref type="bibr">(Mickler et al., , 2006;;</ref><ref type="bibr">Scholz and Hoffmann, 2008;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>. The estimated slopes for calcite formed under progressive CO 2 degassing in caves at 0-30 &#8226; C range between 0.919 and 1.040. The observed slopes in rafts, natural speleothems, and farmed calcite plates (0.284, 0.170 and 0.333, respectively) are significantly shallower than their estimated slopes based on RDM (0.997, 0.962 and 0.967, respectively; Fig. <ref type="figure">6</ref>). These shallower slopes can be explained by two potential mechanisms: (1) Oxygen Isotope Exchange (OIE) between DIC species and H 2 O in cave water <ref type="bibr">(Beck et al., 2005;</ref><ref type="bibr">Dreybrodt and Scholz, 2011;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref> and (2) Carbon Isotope Exchange (CIE) between DIC species in cave water and CO 2 in cave atmosphere <ref type="bibr">(Dreybrodt et al., 2016;</ref><ref type="bibr">Hansen et al., 2017;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>. Under complete or partial OIE, 16 O depletion (or 18 O enrichment) of the DIC species due to CO 2 degassing is typically buffered or minimized by the isotopic exchange with the large oxygen reservoir of cave water, decreasing the slope of the &#948; 18 O/&#948; 13 C covariation in precipitating minerals (Fig. <ref type="figure">6A</ref>). Pure CO 2 degassing disequilibria is described by the RDM as a 1:1 covariation, or &#948; 18 O/&#948; 13 C s1ope = 1 <ref type="bibr">(Mickler et al., 2006)</ref>. This slope is reduced with increasing contributions of OIE and CIE (Fig. <ref type="figure">7A</ref>). When the slope = 0, the &#948; 18 O values are at equilibrium.</p><p>The OIE mechanism would decrease the slope of cave carbonate minerals that grow at a slow rate (e.g., minerals formed in pools under a thick water layer) becuase oxygen isotope exchange between the DIC species and H 2 O in cave water proceeds on a time scale of several hours at low temperature <ref type="bibr">(Beck et al., 2005;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>. In contrast, OIE is not expected to significantly contribute to the slope of fast-growing speleothems from a thin water film such as stalagmites and stalactites <ref type="bibr">(Dreybrodt et al., 2016)</ref>. Further, a CIE mechanism is active in a ventilated cave where cave air CO 2 is continuously replaced by atmospheric CO 2 . The average &#948; 13 C value of cave air CO 2 ranges from -13 &#8240; to -23 &#8240;, which is in carbon isotope equilibrium with DIC species in cave water, whereas atmospheric CO 2 has a higher &#948; 13 C value of approximately -8 &#8240; <ref type="bibr">(McDermott et al., 2006)</ref>. As a result, when the cave air CO 2 is partially or completely replaced by atmospheric CO 2 , CIE increases the &#948; 13 C value of the DIC species in cave water and the precipitating carbonate minerals would have decreased &#948; 18 O/&#948; 13 C covariation induced by CO 2 degassing. CIE proceeds faster than OIE <ref type="bibr">(Beck et al., 2005;</ref><ref type="bibr">Dreybrodt et al., 2016;</ref><ref type="bibr">Hansen et al., 2017)</ref>. <ref type="bibr">El-Shenawy et al. (2020)</ref> demonstrated that a significant increase in the &#948; 13 C value of stalagmite-like minerals due to CIE occurred in few hundred seconds (see their Fig. <ref type="figure">6a</ref>). Therefore, CIE is expected to impact the CO 2 degassing slope in both fast-and slow-growing speleothems in ventilated caves.</p><p>The cave rafts from Mexico are rapidly formed at the air-water interface in three proximate caves, which are completely or partially open to the atmosphere, allowing the ventilation of cave air <ref type="bibr">(Kovacs et al., 2018)</ref>. The formation of rafts under these conditions suggests that the CIE mechanism is the most likely cause of the shallower slope in their &#948; 18 O/&#948; 13 C covariation (Fig. <ref type="figure">6</ref>). Likewise, speleothems and farmed calcite from Cueva Bonita grew under a seasonal ventilation mode (i.e., low pCO 2 in winter and high pCO 2 in summer; see Fig. <ref type="figure">S3A</ref> in <ref type="bibr">Wright et al., 2022)</ref>, allowing CIE to imprint the carbon isotope composition of the forming minerals. However, some of these samples exhibit a large spread in their &#948; 13 C values with an approximately constant &#948; 18 O value. The effect of OIE could be due to a relatively thicker water layer on the apex of speleothems and on the glass plate. Cueva de la Puente was described as well-ventilated and the shallower &#948; 18 O/&#948; 13 C slope for its farmed calcite samples corroborates this due to the significant impact of CIE with limited to no effect of OIE. Additionally, regression analysis of </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Table 3</head><p>Extent of disequilibria (&#916;&#948; 18 O, &#916;&#916; 47 , &#916;&#916; 48 ) were calculated as the difference between the measured value and equilibrium value. We also compare reported and &#916; 47predicted temperatures. The &#916; 47 -predicted temperature was determined to agree with the measured cave temperature if the measured temperature is within the 95% CI of the predicted temperature. The &#916; 47 -predicted temperature and equilibrium clumped iotope values were determined using calibrations from <ref type="bibr">Anderson et al. (2021)</ref> and <ref type="bibr">Lucarelli et al. (2023a)</ref>. Equilibrium &#948; 18 O values were calculated using the temperature dependent relationship from <ref type="bibr">Kim and O'Neil (1997)</ref> and reported &#948; 18 O water values (Table <ref type="table">S1</ref>). the artificial speleothem samples from the McMaster artificial cave was not possible due to the limited number of samples from each experimental condition (only one or two samples). However, the samples from the upper watch glasses (FU samples) were shown to be affected by CIE, whereas the lower watch glass samples were controlled by both the CIE and the OIE <ref type="bibr">(El-Shenawy et al., 2020)</ref>. In summary, oxygen and carbon isotope exchange between cave atmosphere/water and DIC species are key controls on isotopic values, in combination with CO 2 degassing during carbonate mineral precipitation in cave environments. The contributions from these processes to measured isotopic values is difficult to disentangle using &#948; 18 O/&#948; 13 C covariation alone.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Sample Name</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.2.">Examining clumped isotope disequilibrium in caves using modeled and measured values</head><p>By pairing &#916; 48 and &#916; 47 values, we can predict and model different disequilibria processes <ref type="bibr">(Guo, 2020;</ref><ref type="bibr">Bajnai et al., 2021</ref><ref type="bibr">, Parvez et al., 2023;</ref><ref type="bibr">Lucarelli et al., 2023b)</ref>. This can augment traditional degassing disequilibria probing techniques, such as linear regression using RDM <ref type="bibr">(Figs. 6,</ref><ref type="bibr">7)</ref>. Dual clumped isotopes have been used to correct disequilibria-induced temperature biases <ref type="bibr">(Bajnai et al., 2021)</ref> through trajectory predictions using the IsoDIC model <ref type="bibr">(Guo, 2020)</ref>, which is a major advancement in our understanding of dual clumped isotope disequilibria. However, universal application of this approach is somewhat limited due to the complex nature of cave carbonate formation which the IsoDIC model does not fully encompass <ref type="bibr">(Guo, 2020)</ref>. In the CO 2 degassing and CO 2 absorption regime, IsoDIC focuses on speleothem, biogenic carbonates (i.e., corals), and high-pH travertines. However, it is acknowledged to oversimplify speleothem formation and coral calcification processes <ref type="bibr">(Guo, 2020)</ref>.</p><p>Fig. <ref type="figure">7B</ref> is a generic schematic of absorption and degassing processes in &#916;&#916; 47 -&#916;&#916; 48 space. CO 2 degassing disequilibrium is predicted to originate in quadrant 2 and evolve through quadrant 1 as oxygen isotopes exchange. A similar cycle occurs for CO 2 absorption disequilibrium as &#916;&#916; 47-&#916;&#916; 48 values evolve from quadrant 4 to quadrant 3. The slopes determined from the origin to the initial departure from equilibrium in both CO 2 absorption and degassing disequilibria were used by <ref type="bibr">Bajnai et al. (2020)</ref> to correct clumped isotope temperature predictions of warm-and cold-water coral (absorption) along with natural and synthetic speleothems (degassing). However, we hypothesize this very simplified correction may become far more difficult to make when cave carbonates have additional isotopic buffering effects that displace them  <ref type="bibr">(Lucarelli et al., 2023a)</ref> and oxygen isotopes <ref type="bibr">(Kim and O'Neil, 1997)</ref>  from the initial disequilibrium slopes.</p><p>In caves, oxygen and carbon isotope exchange can result in alterations to the isotopic composition of the DIC pool which can affect both &#916; 47 and &#916; 48 signatures. OIE is a homogenous process and based primarily on (de)hydration and (de)hydroxylation (reactions ( <ref type="formula">6</ref>) and ( <ref type="formula">7</ref>)). Homogenous (same phase) OIE between DIC and H 2 O reservoirs within cave water can result in isotopic buffering of the 18 O enrichment in the DIC pool induced by CO 2 degassing <ref type="bibr">(Beck et al., 2005;</ref><ref type="bibr">Mickler et al., 2006;</ref><ref type="bibr">Dreybrodt and Scholz, 2011)</ref>, resulting in migrations from the traditional degassing pathway. In contrast, CIE is a heterogenous reaction, where carbon isotope exchange occurs between DIC in cave water and CO 2 in cave atmosphere. Heterogeneous CIE between two phases has been far less studied than OIE, and may result in &#916; 47 and &#916; 48 disequilibrium effects that are inconsistent with CO 2 degassing. Previous research suggests that well-ventilated caves will exhibit greater amounts of CIE <ref type="bibr">(Dreybrodt and Scholz, 2011;</ref><ref type="bibr">Dreybrodt et al., 2016;</ref><ref type="bibr">Hansen et al., 2017;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>.</p><p>Disequilibria associated with cave rafts from Mexico recovered by <ref type="bibr">Kovacs et al. (2018)</ref> exhibit depletions in both &#916; 47 and &#916; 48 , consistent with effects from CIE (Fig. <ref type="figure">5C</ref>). The relatively deep water (for example, compared to a thin film) of the Mexican cave pools would promote greater residence times of DIC in the system, resulting in OIE and CIE, corroborating the shallow &#948; 18 O/&#948; 13 O slopes (Figs. <ref type="figure">6A,</ref><ref type="figure">7A</ref>). In addition, the extent of CIE effects on &#916; 47 and &#916; 48 values of the cave rafts appears to be a function of ventilation. Cenote Feno is considered to have the least ventilation of the three Cenotes, with a small opening to atmosphere. Cenotes Rainbow and Monkey Dust were considered wellventilated with large openings to the atmosphere <ref type="bibr">(Kovacs et al., 2018)</ref>. Previous research indicates this effect is enhanced in wellventilated caves <ref type="bibr">(Dreybrodt et al., 2016;</ref><ref type="bibr">Hansen et al., 2017;</ref><ref type="bibr">El-Shenawy et al., 2020)</ref>. This is consistent with samples collected from Monkey Dust (B1, B3, B5) and Rainbow (R1, R2, R3, R5), which had large and comparable departures from the equilibrium (origin in Fig. <ref type="figure">5</ref>) to the average &#916;&#916; 47 and &#916;&#916; 48 values (&#916;&#916; 47 , &#916;&#916; 48 ) for each cave (Monkey Dust: &#916;&#916; 47 = -0.032 &#177; 0.007 &#8240;, &#916;&#916; 48 = -0.104 &#177; 0.035 &#8240;; Rainbow: &#916;&#916; 47 = -0.021 &#177; 0.006 &#8240;, &#916;&#916; 48 = -0.097 &#177; 0.017 &#8240;), corroborating a well-ventilated cave. Samples from Cenote Feno (F1, F2, F3, F4, F5) had the smallest departure into quadrant 3 (&#916;&#916; 47 = -0.011 Fig. <ref type="figure">5</ref>. Extent of disequilibria in sample &#916; 47 and &#916; 48 values for farmed calcite plates, speleothems, and cave rafts. &#916;&#916; 47 and &#916;&#916; 48 values were calculated as the difference between measured sample values and calculated equilibrium <ref type="bibr">(Lucarelli et al., 2023a)</ref> for each sample based on independent constraints on cave temperatures. Each quadrant is labelled with the dominant mechanism of disequilibria determined from IsoDIC model <ref type="bibr">(Guo, 2020)</ref> calculations. (A) &#916;&#916; 47 versus &#916;&#916; 48 for farmed calcite plates. (B) &#916;&#916; 47 versus &#916;&#916; 48 for speleothems. C) &#916;&#916; 47 versus &#916;&#916; 48 for cave rafts. The linear regression slope for all cave raft samples, which may be biased by CIE, is 2.181 &#177; 0.632. The speleothem sample CB4-12-Wet had only 2 replicate analyses and is indicated with a gray symbol in panel B. Error bars indicate the 95 % CI (light gray) and the 68 % CI (dark gray). &#177; 0.007 &#8240;, &#916;&#916; 48 = -0.057 &#177; 0.017 &#8240;), corroborating a poorly ventilated cave system relative to the other Cenotes.</p><p>Farmed calcite plates and speleothems recovered from Cueva Bonita <ref type="bibr">(Wright et al., 2022)</ref> were largely indistinguishable from equilibrium values, with the majority of samples within error of equilibrium (Fig. <ref type="figure">5A</ref>). The &#916; 47 -temperature values determined with these samples are consistent with reported temperatures (Table <ref type="table">3</ref>). Farmed calcite    <ref type="bibr">(Guo et al., 2019;</ref><ref type="bibr">Guo, 2020)</ref> model using default parameters.</p><p>plates recovered from Cueva de la Puente <ref type="bibr">(Serrato, 2020)</ref> are consistent with CIE occurring during CO 2 absorption, which is consistent with the &#948; 18 O/&#948; 13 C slope of 0.333 &#177; 0.035 (Fig. <ref type="figure">6B</ref>). While &#948; 18 O/&#948; 13 C regression analysis could not resolve CIE or OIE in the synthetic speleothems <ref type="bibr">(El-Shenawy et al., 2020)</ref>, we can attempt to test for this with &#916;&#916; 47 and &#916;&#916; 48 values. The sample set from an artificial cave <ref type="bibr">(El-Shenawy et al., 2020)</ref> has relatively even distribution with biases in quadrant 2 (CO 2 degassing) and quadrant 3 (CIE) (Fig. <ref type="figure">5B</ref>). Samples MIE-25-95-8-FU-Edge and MIE-15-95-9-FU-Edge had the greatest CO 2 degassing effects (Table <ref type="table">3</ref>) and were collected from the upper glasses where the convex nature of the glass plate prevented pooling of the drip water. This is consistent with what we would expect to see with natural speleothems and associated CO 2 degassing phenomenon <ref type="bibr">(Fiebig et al., 2019;</ref><ref type="bibr">Guo and Zhou, 2019;</ref><ref type="bibr">Guo, 2020;</ref><ref type="bibr">Bajnai et al., 2020)</ref>. However, samples MIE-15-95-9-FL-Center and MIE-32-95-3-FL-Center fall within quadrant 3, which indicates KIE associated with CIE are present. This confirms what El-Shenawy et al. ( <ref type="formula">2020</ref>) reported for their samples collected from the lower watch glass indicating CIE and OIE. We only observed CIE in our dataset because we analyzed a limited sample set from their study. This was also consistent with speleothem samples from Mexico, the U.S., and Ethiopia (Fig. <ref type="figure">5B</ref>).</p><p>Dual clumped isotopes can be used to examine individual samples. The sample GLR collected from Lilburn Cave <ref type="bibr">(Wortham et al., 2021)</ref> exhibited CIE, residing in quadrant 3 of Fig. <ref type="figure">5A</ref>. This farmed calcite plate was collected from a drip site located near the cave entrance with seasonal ventilation variations. Sample TM-D10 collected from Tham Doun Mai <ref type="bibr">(Wang et al., 2019)</ref> resides directly in between quadrant 1 and 2, indicating potential contributions to isotopic values from degassing and OIE in a closed cave system (Fig. <ref type="figure">5A</ref>). This can be due to increased thickness of water film and pooling of water due to significant rainfall (1200 mm) localized during the summer (June-September) monsoon season <ref type="bibr">(Wang et al., 2019)</ref>. This accounts for what we see with sample TNM collected from Tham Nguen Mai (unpublished), a proximate location to Tham Doun Mai. This sample is a part of unpublished work, so site information is limited, however, it resides in quadrant 1 (Fig. <ref type="figure">5A</ref>), similar to sample TM-D10, indicating OIE effects driving it back to equilibrium. The speleothem sample Moaning Cave <ref type="bibr">(Oster et al., 2009)</ref> falls within quadrant 2, similar to samples CPY and GLR from Lilburn cave, which are in the same region. Although cave ventilation information was not provided for this sample, we can infer that there is ventilation which is driving CIE. The samples collected from Mechara <ref type="bibr">(Asrat et al., 2008)</ref> and Tigray (unpublished) caves on the Ethiopian highlands have similar biases from CIE. Sample MM1 recovered from Mai Mekden cave was collected from a ledge proximate to the cave entrance which provided good exposure to outside atmospheric CO 2 , while ZA-3 was collected from a well-ventiliated wide, horizontal chamber about 20 m from the entrance of the Zayei cave. Sample ASFA collected from Mechara cave is located within 25 m of the cave entrance in a vertical orientation. The Asfa chamber of the cave is well ventilated, and based on the data presented in Fig. <ref type="figure">5B</ref>, we infer that the ventilation was sufficient to promote CIE.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.3.">Potential temperature reconstruction using cave carbonates</head><p>One of the most promising applications of the dual clumped isotope method is its ability to test dis/equilibrium isotope conditions in fossil speleothems and therefore, their potential as a terrestrial paleoclimate archive. Measurements of &#916; 47 -&#916; 48 have a characteristic equilibrium relationship that does not depend on the drip water isotopic composition. We can use this tool to identify samples at isotopic equilibrium and then determine paleotemperatures using a &#916; 47 -temperature calibration, or other methods for palaeothermometry based on oxygen isotopes (such as fluid inclusion-carbonate mineral thermometry).</p><p>Here, 19 of 44 samples had &#916; 47 -&#916; 48 values that were indistinguishable from equilibrium. Of these 19 quasi-equilibrium samples, 18 (95 %) yielded &#916; 47 values that accurately predicted the independently reported formation temperature when utilizing a published calibration (Fig. <ref type="figure">8</ref>; Table <ref type="table">3</ref>). This is in stark contrast to the 25 samples that did not have &#916; 47 -&#916; 48 values consistent with equilibrium, where only 12 (48 %) accurately predicted the reported formation temperature (Fig. <ref type="figure">8</ref>; Table <ref type="table">3</ref>). This supports prior findings that if samples have equilibrium dual clumped isotope values, they can be used to accurately reconstruct temperatures <ref type="bibr">(Fiebig et al., 2019</ref><ref type="bibr">(Fiebig et al., , 2021;;</ref><ref type="bibr">Guo, 2020;</ref><ref type="bibr">Bajnai et al., 2020;</ref><ref type="bibr">Lucarelli et al., 2023a)</ref>.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.">Conclusion</head><p>We have conducted dual clumped (&#916; 47 , &#916; 48 ) and traditional stable (&#948; 18 O, &#948; 13 C) isotope analysis of 44 modern cave carbonate mineral samples, including natural and artificial speleothems, farmed calcite plates, and cave rafts from 13 caves and cenotes. To determine dominant disequilibria mechanisms, we used linear regressions of different isotopic measurements including &#948; 18 O/&#948; 13 C slopes, Rayleigh Distillation Modeling, and dual clumped isotope analysis. Overall, 19 samples formed in equilibrium based on &#916; 47 -&#916; 48 measurements, and 18 of these equilibrium samples accurately predicted reported cave temperatures. In contrast, 25 The samples had disequilibrium &#916; 47 -&#916; 48 values, and the majority failed to accurately predict reported cave temperatures. These findings suggest that dual clumped isotopes can be used to identify cave carbonate minerals that formed under equilibrium conditions, thus, may yield accurate &#916; 47 -based terrestrial temperature reconstructions. We suggest speleothems, specifically, would be a target for paleoclimate reconstructions, as 44 % of speleothem samples achieved &#916; 47 -&#916; 48 equilibrium. Some of the samples examined here have disequilibrium clumped isotope values which are not explained by CO 2 degassing. We suggest that samples that exhibit enrichment in both &#916; 47 and &#916; 48 values relative to equilibrium (i.e., fall within quadrant 1 of our schematic of &#916;&#916; 47 -&#916;&#916; 48 ) are indicative of cases where there is homogenous oxygen isotope exchange between DIC and H 2 O in cave water that can occur with longer residence time due to various conditions, such as water layer thickness. We hypothesize cave carbonate minerals may exhibit depletion in both &#916; 47 and &#916; 48 relative to equilibrium (i.e., fall within quadrant 3 of the &#916;&#916; 47 -&#916;&#916; 48 space of our schematic) because of heterogeneous carbon isotope exchange between DIC in cave water and CO 2 in cave atmosphere. This hypothesis is supported by Rayleigh Distillation Modeling of traditional stable isotopes, and knowledge of cave conditions (i.e., increased ventilation) that indicate conditions conducive to isotope disequilibria. Cave rafts examined here exhibit evidence for strong CIE as indicated by a flattened slope in the Rayleigh Distillation Modeling linear regression analysis and relatively large depletions in &#916; 47 and &#916; 48 when compared to speleothems or farmed calcite plates. The extent of &#916; 47 and &#916; 48 disequilibrium has a correlation to relative cave ventilation. Most farmed calcite plates and speleothems examined in this study exhibit some degree of kinetic isotope effects associated with oxygen isotope exchange or carbon isotope exchange, with a minority exhibiting dominant CO 2 degassing effects as indicated by Rayleigh Distillation Modeling, linear regression analysis, and deviations from &#916; 47 -&#916; 48 equilibrium. Many of the samples analyzed in this study that exhibit disequilibrium &#916; 47 -&#916; 48 values due to oxygen and carbon isotope exchange are not explained through existing models for cave carbonates which only account for isotopic effects from CO 2 degassing, and represents an area for future work.</p></div><note xmlns="http://www.tei-c.org/ns/1.0" place="foot" n="1" xml:id="foot_0"><p><ref type="bibr">Anderson et al. (2021)</ref>.</p></note>
			<note xmlns="http://www.tei-c.org/ns/1.0" place="foot" n="2" xml:id="foot_1"><p>Lucarelli et al. (2023a).</p></note>
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