Evidence map›Paper›PMID 42607063›Full record

ArticlePLoS computational biology2026

Ten simple rules for effective use of generative AI for code development in environmental science.

Rachel A King, Laurel Abowd, Carlo W Broderick, L M Bradley, Max F Czapanskiy, Mona M Farnisa, Erica M Ferrer, Carmen Galaz García, Darian Gill, Nicole M Greco and 12 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in PLoS computational biology, 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

22 authors.

Rachel A KingNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0002-3274-1263
Laurel AbowdNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0009-0007-2389-2426
Carlo W BroderickNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
L M BradleyNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Max F CzapanskiyBren School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, California, United States of America.
Mona M FarnisaNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Erica M FerrerNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0002-6709-449X
Carmen Galaz GarcíaNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Darian GillNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Nicole M GrecoNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0003-2348-2164
Juliette JacquemontNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0003-1376-8492
Justin A KadiNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0009-0007-8384-5074
Li KuiNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Gretchen LeBuhnNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0001-5030-3366
Liying LiNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Abigail MeyerNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0003-4202-6877
Marisa MorseNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0009-0006-6468-4626
Evan PatrickBren School of Environmental Science and Management, University of California Santa Barbara, Santa Barbara, California, United States of America.
Samantha Shanny-CsikNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.ORCID https://orcid.org/0000-0002-5300-3075
Nicholas A C TuckerNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Zhe WangNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.
Caitlin R FongNational Center for Ecological Analysis and Synthesis, University of California Santa Barbara, Santa Barbara, California, United States of America.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42607063
PMCPMC13480655

What OpenQuestion holds

Textmetadata
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.