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Record W4411209582 · doi:10.31234/osf.io/fz8eb_v1

Associations between infant behavioral inhibition and social error processing in adulthood – A preliminary study

2025· preprint· en· W4411209582 on OpenAlexfundno aff
Miranda Christine Lutz, Devi Lakhlani, Alva Tang, Amanda E. Guyer, Rianne Kok, Ingmar H. A. Franken, Nathan A. Fox, Daniel S. Pine, Anita Harrewijn

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldPsychology
TopicResilience and Mental Health
Canadian institutionsnot available
FundersNational Institute of Mental HealthSocial Sciences and Humanities Research Council of CanadaErasmus Universiteit RotterdamEuropean CommissionKoninklijke Nederlandse Akademie van WetenschappenVereniging Trustfonds Erasmus Universiteit Rotterdam
KeywordsPsychologyDevelopmental psychologyBehavioral inhibitionCognitive psychologyPsychiatry

Abstract

fetched live from OpenAlex

High infant behavioral inhibition (BI) increases risk for social difficulties and anxiety, suggesting long-term consequences for adult socioemotional development. Infant BI and social anxiety also affect error processing. Whether this association extends to social contexts remains unclear. In this prospective, 30-year longitudinal study, we investigated the long-term association between infant BI and self-reported social anxiety, and the association that infant BI and social anxiety show with adult brain and behavioral measures of social error processing. To examine the role of social observation in error processing, participants performed a social flanker task during magnetic resonance imaging. We expected pregenual anterior cingulate activity to be associated with social error processing in participants who scored high on social anxiety and infant temperament. The final sample included data from 24 participants (50% male, mean age 29.50 years). Infant BI was not related to self-reported adult social anxiety scores. We found an interaction effect of temperament and social anxiety on activity in the middle cingulate cortex, temporal and precentral gyrus. Also, we found a main effect of social vs. alone condition on activity in middle cingulate cortex. For all regions, activity was stronger during the processing of correct vs. error trials in the social condition. Contrary to our hypotheses, the findings were in white matter, as the observed activity disappeared after applying a grey matter mask. These preliminary results might suggest that the brain devotes more performance monitoring processing to facilitate better performance during social observation. While preliminary, these findings raise the possibility that early temperamental traits may shape neural sensitivity to social performance contexts in adulthood, particularly in the presence of social anxiety. Future research integrating clinical, self-report, behavioral, and neuroimaging data will be essential for building a more comprehensive understanding of social error processing across development.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.073
GPT teacher head0.462
Teacher spread0.389 · 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 source (direct Gemma or distilled Codex), 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

Citations0
Published2025
Admission routes1
Has abstractyes

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