ArticleNature human behaviour2026
A reporting checklist for large language models in behavioural science.
Abstract read
In one paragraph
Article in Nature human behaviour, 2026. 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
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.
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.
Who cites it
4 citing papers in PubMed.
- Assessing the Need for Mental Health Support From Free-Text Responses: Development and Validation of Language-Based Assessments in Adults With Internalizing Symptoms.JMIR mental health · 2026Article
- Tracking funding disparities in global health aid with machine learning.Nature communications · 2026Article
- Assessing Pain Catastrophizing Through Free-Text Responses: A Validation of Large Language Models.medRxiv : the preprint server for health sciences · 2026Article
- Assessing corporate sustainability with large language models: evidence from Europe.Nature communications · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
81 authors.
Stefan FeuerriegelLMU Munich, Munich, Germany. feuerriegel@lmu.de.ORCID http://orcid.org/0000-0001-7856-8729
Christopher BarrieNew York University, New York, NY, USA.ORCID http://orcid.org/0000-0002-9156-990X
M J CrockettDepartment of Psychology, Princeton University, Princeton, NJ, USA.
Laura K GlobigDepartment of Psychology and Neural Science, New York University, New York, NY, USA.ORCID http://orcid.org/0000-0002-0612-0594
Killian L McLoughlinPrinceton University, Princeton, NJ, USA.
Dan-Mircea MireaDepartment of Psychology, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0002-4349-7059
Arthur SpirlingPrinceton University, Princeton, NJ, USA.
Diyi YangStanford NLP Group, Stanford University, Stanford, CA, USA.
Tim AlthoffAllen School of Computer Science & Engineering, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0003-4793-2289
Maria AntoniakUniversity of Colorado Boulder, Boulder, CO, USA.
Lisa P ArgylePurdue University, West Lafayette, IN, USA.ORCID http://orcid.org/0000-0003-3109-2537
Ashwini AshokkumarDepartment of Psychology, Harvard University, Cambridge, MA, USA.
Mohammad AtariDepartment of Psychological and Brain Sciences, University of Massachusetts Amherst, Amherst, MA, USA.ORCID http://orcid.org/0000-0002-4358-7783
Hannah BaileyCarnegie Mellon Institute for Strategy and Technology, Carnegie Mellon University, Pittsburgh, PA, USA.
Kevin BauerGoethe University Frankfurt, Frankfurt, Germany.
Umang BhattUniversity of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0002-4611-1668
Yidong ChaiCity University of Hong Kong, Hong Kong, China.
Tanmoy ChakrabortyIndian Institute of Technology Delhi, New Delhi, India.
Yanto ChandraDepartment of Public and International Affairs, City University of Hong Kong, Hong Kong, China.
Huimin ChenSchool of Journalism and Communication, Tsinghua University, Beijing, China.
Hal DauméDepartment of Computer Science and AI Interdisciplinary Institute at Maryland, University of Maryland-College Park, College Park, MD, USA.
Gianmarco De Francisci MoralesCENTAI, Turin, Italy.
Morteza DehghaniUniversity of Southern California, Los Angeles, CA, USA.ORCID http://orcid.org/0000-0002-9478-4365
Danica DillionComplexity Science Hub; The Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0002-8549-0058
Johannes C EichstaedtDepartment of Psychology, Stanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0002-3220-2972
Kerstin ForsterLMU Munich, Munich, Germany.
Dominique GeisslerLMU Munich, Munich, Germany.
Kurt GrayThe Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0001-5816-2676
Thomas L GriffithsDepartment of Psychology, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0002-5138-7255
Hartmann JochenTUM School of Management, Technical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-1178-8708
Oliver P HauserDepartment of Economics, University of Exeter, Exeter, UK.ORCID http://orcid.org/0000-0002-9282-0801
James K HeSocieties, Inc, New York, NY, USA.
Rahul HemrajaniNational Law School of India University, Bengaluru, India.ORCID http://orcid.org/0000-0002-9625-4106
Felix HolzmeisterDepartment of Economics, University of Innsbruck, Innsbruck, Austria.ORCID http://orcid.org/0000-0001-9606-0427
Angel Hsing-Chi HwangUniversity of Southern California, Los Angeles, CA, USA.
Tiancheng HuUniversity of Cambridge, Cambridge, UK.
Anna A IvanovaSchool of Psychology, Georgia Institute of Technology, Atlanta, GA, USA.ORCID http://orcid.org/0000-0002-1184-8299
Nils KöbisResearch Center Trustworthy Data Science and Security, University Duisburg-Essen, Duisburg, Germany.ORCID http://orcid.org/0000-0002-0608-7333
Yara KyrychenkoUniversity of Cambridge, Cambridge, UK.ORCID http://orcid.org/0000-0003-0636-5046
Himabindu LakkarajuHarvard University, Cambridge, MA, USA.
Jia LiuHong Kong University of Science and Technology, Hong Kong, China.ORCID http://orcid.org/0000-0002-0279-724X
Abdurahman MaaroufLMU Munich, Munich, Germany.
Sebastian MaierLMU Munich, Munich, Germany.ORCID http://orcid.org/0009-0009-6526-3403
Lennart MeinckeWHU - Otto Beisheim School of Management, Vallendar, Germany.ORCID http://orcid.org/0009-0000-2260-011X
Rada MihalceaUniversity of Michigan, Ann Arbor, MI, USA.ORCID http://orcid.org/0000-0002-0767-6703
Brent MittelstadtOxford Internet Institute, University of Oxford, Oxford, UK.ORCID http://orcid.org/0000-0002-4709-6404
Saif M MohammadNational Research Council, Ottawa, Ontario, Canada.
Mor NaamanCornell Tech, New York, NY, USA.ORCID http://orcid.org/0000-0002-6436-3877
Oded NetzerColumbia University, New York, NY, USA.ORCID http://orcid.org/0000-0002-0099-8128
Alice OhKAIST, Daejeon, South Korea.
Desmond C OngThe University of Texas at Austin, Austin, TX, USA.ORCID http://orcid.org/0000-0002-6781-8072
Francesco PierriPolitecnico di Milano, Milan, Italy.ORCID http://orcid.org/0000-0002-9339-7566
Barbara PlankLMU Munich, Munich, Germany.
Iyad RahwanMax Planck Institute for Human Development, Center for Humans & Machines, Berlin, Germany.ORCID http://orcid.org/0000-0002-1796-4303
Talal RahwanNew York University Abu Dhabi, Abu Dhabi, United Arab Emirates.ORCID http://orcid.org/0000-0003-0070-0667
Pooja S B RaoInternational Institute of Information Technology Bangalore, Bengaluru, India.ORCID http://orcid.org/0000-0003-3346-2749
Claire E RobertsonColby College, Waterville, ME, USA.ORCID http://orcid.org/0000-0001-8403-6358
David M RothschildMicrosoft Research, New York, NY, USA.ORCID http://orcid.org/0000-0002-7792-1989
Matthew J SalganikDepartment of Sociology, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0001-8968-1356
Eric SchulzInstitute for Human-Centered AI, Helmholtz Computational Health Center, Munich, Germany.
Chirag ShahUniversity of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0002-3797-4293
Yash Raj ShresthaUniversity of Lausanne, Lausanne, Switzerland.
Ekaterina ShutovaUniversity of Amsterdam, Amsterdam, Netherlands.
Alexandra A SiegelUniversity of Colorado Boulder, Boulder, CO, USA.ORCID http://orcid.org/0000-0003-0792-7813
Almog SimchonDepartment of Psychology, Ben-Gurion University of the Negev, Beersheba, Israel.ORCID http://orcid.org/0000-0003-2629-2913
Huan SunThe Ohio State University, Columbus, OH, USA.
Malte ToetzkeTechnical University of Munich, Munich, Germany.ORCID http://orcid.org/0000-0002-1153-2702
Jay J Van BavelNew York University, New York, NY, USA.ORCID http://orcid.org/0000-0003-2172-1184
Michelle VaccaroInstitute for Data, Systems, and Society (IDSS), MIT, Cambridge, MA, USA.ORCID http://orcid.org/0000-0001-6254-9718
Jennifer Wortman VaughanMicrosoft Research, New York, NY, USA.
Effy VayenaHealth Ethics and Policy Lab, ETH Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0003-1303-5467
Pedro O S Vaz-de-MeloUniversidade Federal de Minas Gerais, Belo Horizonte, Brazil.ORCID http://orcid.org/0000-0002-9749-0151
Briana VecchioneData & Society Research Institute, New York, NY, USA.ORCID http://orcid.org/0000-0002-0828-8665
Angelina WangCornell Tech, New York, NY, USA.
Robert WestEPFL, Lausanne, Switzerland.ORCID http://orcid.org/0000-0002-3984-1232
Robb WillerStanford University, Stanford, CA, USA.ORCID http://orcid.org/0000-0003-3404-6472
Dirk U WulffCenter for Adaptive Rationality, Max Planck Institute for Human Development, Berlin, Germany.ORCID http://orcid.org/0000-0002-4008-8022
Renwen ZhangNanyang Technological University, Singapore, Singapore.ORCID http://orcid.org/0000-0002-7636-9598
Simone ZhangNew York University, New York, NY, USA.
Steve RathjeNew York University, New York, NY, USA.ORCID http://orcid.org/0000-0001-6727-571X
Manoel Horta RibeiroDepartment of Computer Science, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0002-6159-9657
Funding
Enhancing Engagement with Digital Mental Health CareR01MH125179 · NIMH · UNIVERSITY OF WASHINGTON · PI ALTHOFF, TIM · 2021 to 2024
$3.2MDeutsche Forschungsgemeinschaft (German Research Foundation) NFDI 27/1-2026, project number 460037581National Science Foundation (NSF) CAREER IIS-2142794National Science Foundation (NSF) IIS-1901386National Science Foundation (NSF) IIS-2008461National Science Foundation (NSF) IIS-2040989National Science Foundation (NSF) IIS-2238714National Science Foundation (NSF) IIS-2306372National Science Foundation of China | National Natural Science Foundation of China-Yunnan Joint Fund (NSFC-Yunnan Joint Fund) 72188101National Science Foundation of China | National Natural Science Foundation of China-Yunnan Joint Fund (NSFC-Yunnan Joint Fund) 72342011U.S. Department of Health & Human Services | National Institutes of Health (NIH) R01MH125179
Abstract
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42265331What OpenQuestion holds
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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.