MétaCan
Menu
Back to cohort
Record W4414140946 · doi:10.31234/osf.io/x4jbm_v2

Action anticipation based on an agent's epistemic state in toddlers and adults

2025· article· en· W4414140946 on OpenAlexafffund
Tobias Schuwerk, Dóra Kampis, Nicolás Alessandroni, Nicole Altvater‐Mackensen, Natalia Arias‐Trejo, Emma Axelsson, Renée Baillargeon, Anna-Elisabeth Baumann, Szilvia Bı́ró, Tashauna L. Blankenship, Isa Blomberg, Manuel Bohn, Elisabeth E.F. Bradford, Krista Byers‐Heinlein, Irene Canudas Grabolosa, Emily M. Chen, Xiaoyun Chen, John Corbit, Sebastian Dörrenberg, Cynthia Fisher, Samuel H. Forbes, Laura Franchin, Tess Fulcher, Alessandra Geraci, Nayeli Gonzalez‐Gomez, Charlotte Grosse Wiesmann, J. Kiley Hamlin, Daniel B. M. Haun, Naomi Havron, Robert Hepach, Tone Kristine Hermansen, Mikołaj Hernik, Michael Huemer, Sabine Hunnius, Daniel C. Hyde, Sagi Jaffe‐Dax, Krisztina V. Jakobsen, Grzegorz Jankiewicz, Wiktoria Jędryczka, Natalia Kartushina, coral kfir, Manar Khalaila, Osman S. Kingo, Mona M. Klau, Ada Koleini, Abhinav Kona, Shannon P Kong, Heather L. Kosakowski, Ágnes Melinda Kovács, Anna Krämer, Judith L. Krief, Peter Krøjgaard, Louisa Kulke, Crystal Lee, Edward W. Legg, Tiffany S. Leung, Casey Lew‐Williams, Yixun Li, Ulf Liszkowski, Liquan Liu, Yiyu Liu, Alex Mackiel, Kyle Mahowald, Milena Marx, Olivier Mascaro, Magda Matetovici, Marlena Larissa Mayer, Julien Mayor, Marek Meristo, Marlene Meyer, Michał Misiak, David Moreau, Hay Mar Myat Kyaw, Andreea A. Nistor, Josef Perner, Stefanie Peykarjou, Que Anh Pham, Diane Poulin‐Dubois, Lindsey J. Powell, Julia Christin Prein, Beate Priewasser, Marina Proft, Alyssa Quinn, Gal Raz, Peter J. Reschke, Josephine Roß, Audun Rosslund, Katrin Rothmaler, Petra Šarić, Rebecca Saxe, Karola Schlegelmilch, Dana Schneider, Melanie S. Schreiner, Verena Schuhmann, Lidia Scifo, Elizabeth A. Simpson, Lauren Smith, Trine Sonne, Piotr Sorokowski, Victoria Southgate, Adrian Steffan, Yanjie Su, Luca Surian, Alvin Wei Ming Tan, Anna‐Lena Tebbe, Angeline Tsui, Ingmar Visser, Y. Wang, Annie E. Wertz, Gert Westermann, Amanda L. Woodward, Yukun Yu, Francis Yuen, Amanda Rose Yuile, Zhen Zeng, Martin Zettersten, Lucie E. Zimmer, Michael C. Frank, Hannes Rakoczy

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldPsychology
TopicInnovative Teaching and Learning Methods
Canadian institutionsUniversity of British Columbia
FundersEconomic and Social Research CouncilUniversity of Illinois at Urbana-ChampaignHarvard UniversityNational Natural Science Foundation of ChinaSocial Sciences and Humanities Research Council of CanadaMax-Planck-GesellschaftDeutsche ForschungsgemeinschaftAustrian Science FundAgence Nationale de la RechercheNational Science Foundation
KeywordsAnticipation (artificial intelligence)IgnoranceAction (physics)Competence (human resources)State (computer science)Knowledge level

Abstract

fetched live from OpenAlex

Do toddlers and adults engage in spontaneous Theory of Mind? This multi-lab collaboration examined whether 18- to 27-month-olds’ and adults’ anticipatory looks distinguish between two basic forms of epistemic states: knowledge and ignorance. In adults (n = 703, 68% female), we found clear evidence that they do: they showed simple goal-based action anticipation and differentiated between knowledge and ignorance conditions. In toddlers (n = 521, 49% female), results were less conclusive. While demonstrating goal-based action anticipation, they did not differentiate between knowledge and ignorance as predicted. Future research can explore adults’ sensitivity to more complex epistemic states like true/false beliefs and clarify whether toddlers’ results reflect competence or performance limitations.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.749
Threshold uncertainty score0.285

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.063
GPT teacher head0.445
Teacher spread0.382 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same topicInnovative Teaching and Learning MethodsFrench-language works237,207