Evidence map›Paper›PMID 40681498›Full record

ArticleNature communications2025

Scientific literature on carbon dioxide removal revealed as much larger through AI-enhanced systematic mapping.

Sarah Lück, Max Callaghan, Malgorzata Borchers, Annette Cowie, Sabine Fuss, Matthew Gidden, Jens Hartmann, Claudia Kammann, David P Keller, Florian Kraxner and 16 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Review
  3. A global analysis of the rise, reign, and retreat of topics in research toward sustainable platform chemicals.Green chemistry : an international journal and green chemistry resource : GC · 2025
    Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

26 authors.

Sarah LückPotsdam Institute for Climate Impact Research, Potsdam, Germany. sarah.lueck@pik-potsdam.de.
Max CallaghanPotsdam Institute for Climate Impact Research, Potsdam, Germany.
Malgorzata BorchersHelmholtz Centre for Environmental Research (UFZ), Leipzig, Germany.
Annette CowieNSW Department of Primary Industries and Regional Development / University of New England, Armidale, NSW, Australia.
Sabine FussPotsdam Institute for Climate Impact Research, Potsdam, Germany.ORCID http://orcid.org/0000-0002-8681-9839
Matthew GiddenInternational Institute for Applied Systems Analysis (IIASA), Laxenburg, Austria.ORCID http://orcid.org/0000-0003-0687-414X
Jens HartmannInstitute for Geology, University Hamburg, Hamburg, Germany.
Claudia KammannDepartment of Applied Ecology, Hochschule Geisenheim University, Geisenheim, Germany.
David P KellerGEOMAR Helmholtz Centre for Ocean Research Kiel, Kiel, Germany.
Florian KraxnerInternational Institute for Applied Systems Analysis (IIASA), Laxenburg, Austria.ORCID http://orcid.org/0000-0003-3832-6236
William F LambPotsdam Institute for Climate Impact Research, Potsdam, Germany.ORCID http://orcid.org/0000-0003-3273-7878
Niall Mac DowellCentre for Environmental Policy, Imperial College London, London, UK.ORCID http://orcid.org/0000-0001-7179-2701
Finn Müller-HansenPotsdam Institute for Climate Impact Research, Potsdam, Germany.ORCID http://orcid.org/0000-0002-0425-1996
Gregory F NemetLa Follette School of Public Affairs, University of Wisconsin-Madison, Madison, USA.
Benedict S ProbstNet Zero Lab, Max Planck Institute for Innovation and Competition, Munich, Germany.ORCID http://orcid.org/0000-0002-1149-8938
Phil RenforthResearch Centre for Carbon Solutions, Heriot-Watt University, Edinburgh, UK.ORCID http://orcid.org/0000-0002-1460-9947
Tim RepkePotsdam Institute for Climate Impact Research, Potsdam, Germany.
Wilfried RickelsKiel Institute for the World Economy, Kiel, Germany.ORCID http://orcid.org/0000-0002-5407-6364
Ingrid SchultePotsdam Institute for Climate Impact Research, Potsdam, Germany.
Pete SmithInstitute of Biological & Environmental Sciences, University of Aberdeen, Aberdeen, UK.ORCID http://orcid.org/0000-0002-3784-1124
Stephen M SmithSmith School of Enterprise and the Environment, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0002-5737-0155
Daniela ThränHelmholtz Centre for Environmental Research (UFZ), Leipzig, Germany.
Tiffany G TroxlerFlorida International University, Department of Earth and Environment and Institute of Environment, Miami, FL, USA.
Volker SickGlobal CO2 Initiative, Department of Mechanical Engineering, University of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0001-5756-9714
Mijndert van der SpekResearch Centre for Carbon Solutions, Heriot-Watt University, Edinburgh, UK.ORCID http://orcid.org/0000-0002-3365-2289
Jan C MinxPotsdam Institute for Climate Impact Research, Potsdam, Germany. jan.minx@pik-potsdam.de.ORCID http://orcid.org/0000-0002-2862-0178

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Carbon dioxide removal plays an important role in any strategy to limit global warming to well below 2 °C. Keeping abreast with the scientific evidence using rigorous evidence synthesis methods is an important prerequisite for sustainably scaling these methods. Here, we use artificial intelligence to provide a comprehensive systematic map of carbon dioxide removal research. We find a total of 28,976 studies on carbon dioxide removal-3-4 times more than previously suggested. Growth in research is faster than for the field of climate change research as a whole, but very concentrated in specific areas-such as biochar, certain research methods like lab and field experiments, and particular regions like China. Patterns of carbon dioxide removal research contrast with trends in patenting and deployment, highlighting the differing development stages of these technologies. As carbon dioxide removal gains importance for the Paris climate goals, our systematic map can support rigorous evidence synthesis for the IPCC and other assessments.

Identifiers

PMID40681498
PMCPMC12274466

What OpenQuestion holds

Textmetadata
LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.