Evidence map›Paper›PMID 42649252›Full record

ArticleNature human behaviour2026

Mentalizing and heuristics as distinct cognitive strategies in human teaching.

Sevan K Harootonian, Thomas L Griffiths, Yael Niv, Mark K Ho

Abstract read
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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. 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

4 authors.

Sevan K HarootonianDepartment of Psychology, Princeton University, Princeton, NJ, USA. skh@princeton.edu.ORCID http://orcid.org/0000-0003-0680-2859
Thomas L GriffithsDepartment of Psychology, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0002-5138-7255
Yael NivDepartment of Psychology, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0002-0259-8371
Mark K HoDepartment of Psychology, New York University, New York, NY, USA.ORCID http://orcid.org/0000-0002-1454-4768

Funding

National Science Foundation (NSF) DGE-2444107Simons Foundation SFI-PD-Pivot Mentor-00009521
6 · The paper itself

Abstract

Teaching is a foundational social behaviour that can result from mentally effortful reasoning or cognitively frugal heuristics. When do people use these strategies to teach? Here we investigated this using behavioural experiments and computational modelling with adult participants recruited via Prolific. Experiment 1 (N = 100) revealed robust individual differences: some participants taught by reasoning about a learner's knowledge, consistent with an optimal Bayesian pedagogy model, while others relied on simple heuristics that do not require mentalizing. In two preregistered follow-up experiments, we found that people persist in using heuristics even when they are no longer effective (experiment 2, N = 253, P < 0.001, rank-biserial r = 0.287, 95% confidence interval 0.149-0.419) but that this tendency is pre-empted when inference about a learner's knowledge is scaffolded using an auxiliary task (experiment 3, N = 759, P < 0.001, partial

Identifiers

What OpenQuestion holds

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Registered trials

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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.