Evidence map›Paper›PMID 41533440›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Unlocking the benefits of transparent and reusable science for climate risk management.

Adam B Pollack, Lisa Auermuller, Casey D Burleyson, Jentry Campbell, Madison Condon, Courtney Cooper, Matteo Coronese, Sönke Dangendorf, James Doss-Gollin, Prabhat Hegde and 14 more

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

24 authors.

Adam B PollackThayer School of Engineering, Dartmouth College, Hanover, NH 03755.ORCID 0000-0001-6642-0591
Lisa AuermullerSchool of Environmental and Biological Sciences, Rutgers University, New Brunswick, NJ 08901.ORCID 0009-0002-3696-6491
Casey D BurleysonPacific Northwest National Laboratory, Richland, WA 99354.ORCID 0000-0001-6218-9361
Jentry CampbellDartmouth Libraries, Dartmouth College, Hanover, NH 03755.ORCID 0000-0001-8615-5094
Madison CondonBoston University-School of Law, Boston, MA 02215.ORCID 0000-0001-8764-2249
Courtney CooperDepartment of Environmental Science and Studies, Berry College, Mt. Berry, GA 30149.
Matteo CoroneseInstitute of Economics and L'EmbeDS, Scuola Superiore Sant'Anna, Pisa 56127, Italy.ORCID 0000-0003-4134-1971
Sönke DangendorfDepartment of River-Coastal Science and Engineering, Tulane, New Orleans, LA 70118.ORCID 0000-0002-3679-5234
James Doss-GollinDepartment of Civil and Environmental Engineering, Rice University, Houston, TX 77005.ORCID 0000-0002-3428-2224
Prabhat HegdeThayer School of Engineering, Dartmouth College, Hanover, NH 03755.ORCID 0000-0003-1748-346X
Casey HelgesonEarth and Environmental Systems Institute, Penn State University, State College, PA 16802.ORCID 0000-0001-5333-9954
Robert E KoppDepartment of Earth and Planetary Sciences and Rutgers Climate & Energy Institute, Rutgers, New Brunswick, NJ 08854.ORCID 0000-0003-4016-9428
Jan KwakkelFaculty of Technology, Policy and Management, Delft University of Technology, Delft, NL 2628 BX.
Corey LeskDepartment of Geography, Dartmouth College, Hanover, NH 03755.
Justin MankinDepartment of Geography, Dartmouth College, Hanover, NH 03755.ORCID 0000-0003-2520-4555
Robert E NicholasEarth and Environmental Systems Institute, Penn State University, State College, PA 16802.ORCID 0000-0003-2615-2574
Jennie RicePacific Northwest National Laboratory, Richland, WA 99354.ORCID 0000-0002-7833-9456
Samantha RothThayer School of Engineering, Dartmouth College, Hanover, NH 03755.ORCID 0000-0002-8867-4426
Vivek SrikrishnanDepartment of Biological and Environmental Engineering, Cornell University, Ithaca, NY 14853.ORCID 0000-0003-0049-3805
Moira ScheelerDepartment of Earth and Planetary Sciences and Rutgers Climate & Energy Institute, Rutgers, New Brunswick, NJ 08854.ORCID 0009-0001-9675-7694
Nancy TuanaDepartment of Philosophy, Penn State University, State College, PA 16802.ORCID 0000-0001-5449-6097
Chris VernonPacific Northwest National Laboratory, Richland, WA 99354.
Mengqi ZhaoPacific Northwest National Laboratory, Richland, WA 99354.ORCID 0000-0001-5385-2758
Klaus KellerThayer School of Engineering, Dartmouth College, Hanover, NH 03755.ORCID 0000-0002-5451-8687

Funding

Cornell University College of Agriculture and Life Sciences n/aDartmouth College (Dartmouth) n/aDartmouth | Neukom Institute for Computational Science, Dartmouth College (NICS) n/aFonds de recherche du Quebec n/aNSF (NSF) ICER-2103754Penn State Center for Climate Risk Management n/aRock Ethics Institute n/a
6 · The paper itself

Abstract

People around the world seek climate risk information to guide their decisions. For instance, projections about future flood risk inform where households choose to live, how lenders manage credit risks, and which communities receive federal funding. Yet data limitations and fundamental validation challenges raise important concerns about the reliability of such projections. The principles of transparency and reusability help address these concerns by enabling scrutiny of assumptions and methods, development of foundational data and tools, and consistent application of evaluation standards. While there is ongoing debate about how much transparency commercial climate risk services should provide, many expect noncommercial actors to lead the way on operationalizing transparency and reusability to fulfill their knowledge-building role in the climate risk ecosystem. However, despite prominent success stories, we find a substantial gap between principles and practice: Only four percent of the most-cited peer-reviewed climate risk studies in recent years fully share their data and code although this is a widely accepted minimum standard for transparency. We highlight low-cost measures that noncommercial researchers can take now to improve transparency and reusability. We also emphasize that transformative progress requires substantial investment, cross-sector collaboration, and careful consideration of tradeoffs, data rights, and multiple perspectives on equity. We hope this perspective accelerates both immediate actions and longer-term conversations to improve the ability of science to effectively support timely, evidence-based, and sound climate risk management.

Indexed as

climate changeclimate impactsclimate risk managementopen science

Identifiers

PMID41533440
PMCPMC12818561

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.