Evidence map›Paper›PMID 41935104›Full record

ArticleNPJ science of learning2026

Learning to adaptively cooperate through social interactions during childhood and adolescence.

Rong Zhang, Lei Zhang, Xin-Min Hao, Jean-Claude Dreher, Chen Qu

Abstract read
In one paragraph

Article in NPJ science of learning, 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

5 authors.

Rong ZhangSchool of Psychology, South China Normal University, Guangzhou, China.
Lei ZhangCentre for Human Brain Health, University of Birmingham, Birmingham, UK.
Xin-Min HaoSchool of Psychology, South China Normal University, Guangzhou, China.
Jean-Claude DreherLaboratory of Neuroeconomics, Institut des Sciences Cognitives Marc Jeannerod, CNRS, Université Claude Bernard, Lyon, France.
Chen QuSchool of Psychology, South China Normal University, Guangzhou, China. fondest@163.com.

Funding

National Natural Science Foundation of China 32171019Research Center for Brain Cognition and Human Development 2024B0303390003
6 · The paper itself

Abstract

Humans develop the ability to navigate social environments by recognizing others' behavioral patterns, which evolve across development. We asked how children adapt their learning strategies to opponents in a social dilemma (Chicken game), focusing on trial-by-trial, opponent-sensitive adaptation. Study 1 included preschoolers, while Study 2 examined school-age children and adolescents. Across ages, children adjusted their choices to their opponents, showing more cooperative behavior ("Swerve" choices) against high-competitive opponents and more competitive behavior ("Go straight" choices) against low-competitive opponents. Reinforcement learning model comparison suggested age-related changes in the relative support for reward-based versus belief-based accounts. These findings provide computational evidence consistent with developmental changes in how children adapt to competitive versus cooperative partners.

Identifiers

PMID41935104
PMCPMC13230781

What Socratic 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 Socratic graph.