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Record W7133677007 · doi:10.1080/1047840x.2025.2605593

Do Autistic People Have Degrees of Disability in Theory of Mind? The Importance of Meta-Analytic Convergence

2025· article· en· W7133677007 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenuePsychological Inquiry · 2025
Typearticle
Languageen
FieldPsychology
TopicChild and Animal Learning Development
Canadian institutionsOntario College of Art and DesignOntario Centre of Excellence for Child and Youth Mental HealthHospital for Sick ChildrenUniversity of TorontoCentre for Addiction and Mental Health
FundersEuropean CommissionDepartment of Health and Social CareNational Institute for Health and Care ResearchAutism SpeaksSimons Foundation Autism Research InitiativeMedical Research CouncilEuropean Federation of Pharmaceutical Industries and AssociationsNIHR Cambridge Biomedical Research CentreWellcome Trust
KeywordsConvergence (economics)Autistic traitsAutismGeneralizationPerspective (graphical)

Abstract

fetched live from OpenAlex

We are pleased to be invited to comment on the article by Travis LaCroix regarding theory of mind (ToM) in autism. We make one key point: LaCroix’s claim that the hypothesis of ToM disability in au...

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.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.112
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0050.000

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 head0.155
GPT teacher head0.423
Teacher spread0.269 · 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