Marine carbon cycling and sequestration is extremely sensitive to zooplankton grazing in biogeochemical models

preprint OA: closed CC-BY-4.0
📄 Open PDF Full text JSON View at publisher
AI-generated summary by claude@2026-07, 2026-07-16

This study reveals that marine carbon cycling and sequestration are highly sensitive to zooplankton grazing rates, with model variations causing significant differences in net primary production and export efficiency.

One-sentence paraphrase of the abstract; not a substitute for reading it. No clinical advice. How this works

AI-generated deep summary by claude@2026-07, 2026-07-16 · read from full text

The paper studied how uncertainty in zooplankton grazing parameterizations across state-of-the-art CMIP6 biogeochemical models affects marine carbon cycling and sequestration. Using a new metric to compare grazing rates in 10 models, the authors found that assumed zooplankton grazing differs by nearly 2 orders of magnitude, implying modeled oceans spanning slow- to rapidly-grazing ecosystems; they then used a global coupled ocean-biogeochemistry model to test sensitivity to this uncertainty. Results showed that net primary production (NPP) and carbon export efficiency collapse across the range of plausible grazing values, and that even when models are tuned to identical NPP by increasing phytoplankton growth rates, export and secondary production remain highly sensitive to grazing. The paper notes the limitation that in-situ data are insufficient to robustly constrain grazing formulations, which contributes to large inter-model variation—however, it does not discuss endometriosis or adenomyosis. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Abstract

Abstract Zooplankton grazing regulates marine carbon cycling by constraining phytoplankton populations and the subsequent transfer of carbon to depth and higher trophic levels. Yet, without robust in-situ data to constrain them, the grazing formulation in state-of-the-art climate models varies largely. We present a new metric to compare how fast zooplankton are assumed to graze in 10 state-of-the-art (CMIP6) biogeochemical models and find they differ by nearly 2 orders of magnitude, implying an ocean populated exclusively with everything from slow-grazing krill to rapidly-grazing ciliates. We use a global, coupled ocean-biogeochemistry model to test the sensitivity of marine carbon cycling to this uncertainty and find the Net Primary Production (NPP) and export efficiency collapse across the range of plausible values. Even when tuned to identical NPP by increasing phytoplankton growth rates, export and secondary production remain extremely sensitive to grazing, likely biasing predictions of future climate states and food security.
Full text 11,907 characters · extracted from preprint-html · click to expand
Marine carbon cycling and sequestration is extremely sensitive to zooplankton grazing in biogeochemical models | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Article Marine carbon cycling and sequestration is extremely sensitive to zooplankton grazing in biogeochemical models Tyler Rohr, Anthony Richardson, Andrew Lenton, Matthew Chamberlain, and 1 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-1880023/v1 This work is licensed under a CC BY 4.0 License Status: Published Journal Publication published 14 Jun, 2023 Read the published version in Communications Earth & Environment → Version 1 posted You are reading this latest preprint version Abstract Zooplankton grazing regulates marine carbon cycling by constraining phytoplankton populations and the subsequent transfer of carbon to depth and higher trophic levels. Yet, without robust in-situ data to constrain them, the grazing formulation in state-of-the-art climate models varies largely. We present a new metric to compare how fast zooplankton are assumed to graze in 10 state-of-the-art (CMIP6) biogeochemical models and find they differ by nearly 2 orders of magnitude, implying an ocean populated exclusively with everything from slow-grazing krill to rapidly-grazing ciliates. We use a global, coupled ocean-biogeochemistry model to test the sensitivity of marine carbon cycling to this uncertainty and find the Net Primary Production (NPP) and export efficiency collapse across the range of plausible values. Even when tuned to identical NPP by increasing phytoplankton growth rates, export and secondary production remain extremely sensitive to grazing, likely biasing predictions of future climate states and food security. Full Text Additional Declarations There is NO Competing Interest. Supplementary Files Rohretal2022SM.pdf Cite Share Download PDF Status: Published Journal Publication published 14 Jun, 2023 Read the published version in Communications Earth & Environment → Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-1880023","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Article","associatedPublications":[],"authors":[{"id":124970358,"identity":"6055f459-cb7c-4b31-aa39-e3b467b37443","order_by":0,"name":"Tyler Rohr","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA8ElEQVRIiWNgGAWjYFAC5gYwZcDAfAAqkoBfAw8DI0wLWwLDARK18BgQp8VeIrHxcQXDPTlz6TPfpD/U1DHws+cYMPxsw2OLRGKz4RmGYmPLvtxtEgeOHWaQ7HljwNiLX0ubZANDQuKGM7xALWwHGAxuAG3hxa+l/SdEC88ziQP/6hjsgVoY/xKwhRGqhU3iYBszg4FEjgEzXlvOPGyWbDBIMDY4w2ZscbbvMI/EmWcFh2XO4dbC3p588GNDRYKcwRnmhzcqvtXJ8bcnb3z4pgy3FgaBBAZQpCCsBREH8GhgYODHLz0KRsEoGAWjgIEBAAkmTmCGfrIPAAAAAElFTkSuQmCC","orcid":"https://orcid.org/0000-0001-6599-8068","institution":"Australian Antarctic Partnership Program","correspondingAuthor":true,"submittingAuthor":false,"prefix":"","firstName":"Tyler","middleName":"","lastName":"Rohr","suffix":""},{"id":124970359,"identity":"361a3587-cfd3-42b4-8172-b7d00d290f55","order_by":1,"name":"Anthony Richardson","email":"","orcid":"","institution":"","correspondingAuthor":false,"submittingAuthor":false,"prefix":"","firstName":"Anthony","middleName":"","lastName":"Richardson","suffix":""},{"id":124970360,"identity":"3f466492-66b2-4654-9037-a978f77de969","order_by":2,"name":"Andrew Lenton","email":"","orcid":"https://orcid.org/0000-0001-9437-8896","institution":"Commonwealth Scientific and Industrial Research Organisation","correspondingAuthor":false,"submittingAuthor":false,"prefix":"","firstName":"Andrew","middleName":"","lastName":"Lenton","suffix":""},{"id":124970361,"identity":"b45f0454-7f0c-4299-91f4-967640af0fe3","order_by":3,"name":"Matthew Chamberlain","email":"","orcid":"","institution":"CSIRO Oceans \u0026 Atmosphere","correspondingAuthor":false,"submittingAuthor":false,"prefix":"","firstName":"Matthew","middleName":"","lastName":"Chamberlain","suffix":""},{"id":124970362,"identity":"774dcf69-1eed-4839-90f6-784c906b27c0","order_by":4,"name":"Elizabeth Shadwick","email":"","orcid":"","institution":"CSIRO Oceans \u0026 Atmosphere; Australian Antarctic Program Partnership; Centre for Southern Hemisphere Oceans Research","correspondingAuthor":false,"submittingAuthor":false,"prefix":"","firstName":"Elizabeth","middleName":"","lastName":"Shadwick","suffix":""}],"badges":[],"createdAt":"2022-07-21 04:01:01","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-1880023/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-1880023/v1","draftVersion":[],"editorialEvents":[{"content":"https://doi.org/10.1038/s43247-023-00871-w","type":"published","date":"2023-06-14T04:00:00+00:00"}],"editorialNote":"","failedWorkflow":false,"files":[{"id":24628881,"identity":"79d6e9ce-0c17-4fc4-b569-8a9c56493726","added_by":"auto","created_at":"2022-08-01 20:19:09","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":1347371,"visible":true,"origin":"","legend":"","description":"","filename":"Rohretal2022.pdf","url":"https://assets-eu.researchsquare.com/files/rs-1880023/v1_covered.pdf"},{"id":24628877,"identity":"534aa63f-772c-4f03-809d-517592dad0f5","added_by":"auto","created_at":"2022-08-01 20:19:01","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":2371702,"visible":true,"origin":"","legend":"","description":"","filename":"Rohretal2022SM.pdf","url":"https://assets-eu.researchsquare.com/files/rs-1880023/v1/77044f6b4be24f03f4c19287.pdf"}],"financialInterests":"There is \u003cb\u003eNO\u003c/b\u003e Competing Interest.","formattedTitle":"Marine carbon cycling and sequestration is extremely sensitive to zooplankton grazing in biogeochemical models","fulltext":[{"header":"Full Text","content":"This preprint is available for \u003ca href='/article/rs-1880023/latest.pdf' target='_blank'\u003edownload as a PDF\u003c/a\u003e."}],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":false,"highlight":"","institution":"","isAcceptedByJournal":true,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":false,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"nature-portfolio","isNatureJournal":true,"hasQc":false,"allowDirectSubmit":false,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"","title":"Nature Portfolio","twitterHandle":"","acdcEnabled":false,"dfaEnabled":false,"editorialSystem":"ejp","reportingPortfolio":"","inReviewEnabled":true,"inReviewRevisionsEnabled":false},"keywords":"","lastPublishedDoi":"10.21203/rs.3.rs-1880023/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-1880023/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"Zooplankton grazing regulates marine carbon cycling by constraining phytoplankton populations and the subsequent transfer of carbon to depth and higher trophic levels. Yet, without robust in-situ data to constrain them, the grazing formulation in state-of-the-art climate models varies largely. We present a new metric to compare how fast zooplankton are assumed to graze in 10 state-of-the-art (CMIP6) biogeochemical models and find they differ by nearly 2 orders of magnitude, implying an ocean populated exclusively with everything from slow-grazing krill to rapidly-grazing ciliates. We use a global, coupled ocean-biogeochemistry model to test the sensitivity of marine carbon cycling to this uncertainty and find the Net Primary Production (NPP) and export efficiency collapse across the range of plausible values. Even when tuned to identical NPP by increasing phytoplankton growth rates, export and secondary production remain extremely sensitive to grazing, likely biasing predictions of future climate states and food security.","manuscriptTitle":"Marine carbon cycling and sequestration is extremely sensitive to zooplankton grazing in biogeochemical models","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2022-08-01 20:18:59","doi":"10.21203/rs.3.rs-1880023/v1","editorialEvents":[],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"communications-earth-and-environment","isNatureJournal":true,"hasQc":false,"allowDirectSubmit":false,"externalIdentity":"commsenv","sideBox":"Learn more about [Communications Earth and Environment](https://www.nature.com/commsenv/)","snPcode":"","submissionUrl":"","title":"Communications Earth \u0026 Environment","twitterHandle":"","acdcEnabled":true,"dfaEnabled":true,"editorialSystem":"ejp","reportingPortfolio":"Communications Series","inReviewEnabled":true,"inReviewRevisionsEnabled":false}}],"origin":"","ownerIdentity":"3b487951-4716-4789-85de-0cef9f80cff4","owner":[],"postedDate":"August 1st, 2022","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"published-in-journal","subjectAreas":[],"tags":[],"updatedAt":"2023-06-15T07:08:20+00:00","versionOfRecord":{"articleIdentity":"rs-1880023","link":"https://doi.org/10.1038/s43247-023-00871-w","journal":{"identity":"communications-earth-and-environment","isVorOnly":false,"title":"Communications Earth \u0026 Environment"},"publishedOn":"2023-06-14 04:00:00","publishedOnDateReadable":"June 14th, 2023"},"versionCreatedAt":"2022-08-01 20:18:59","video":"","vorDoi":"10.1038/s43247-023-00871-w","vorDoiUrl":"https://doi.org/10.1038/s43247-023-00871-w","workflowStages":[]},"version":"v1","identity":"rs-1880023","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-1880023","identity":"rs-1880023","version":["v1"]},"buildId":"cBFmMYwuxLRRLfASyISRj","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. The paper's references may be in our DB but unresolved to ``paper_id`` (resolution happens at ingest when the cited DOI matches a row we already have). Run the cross-source citation reconcile pass to retry.

Source provenance

europepmc
last seen: 2026-05-19T01:45:01.086888+00:00
unpaywall
last seen: 2026-05-27T02:00:06.600101+00:00
License: CC-BY-4.0