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Record W4412037128 · doi:10.1111/sode.70009

Metamotivational Beliefs in Middle Childhood: Evaluating Children's Understanding of Task‐Motivation Fit

2025· article· en· W4412037128 on OpenAlexaff
Candice Hubley, McLennon Wilson, Olivia Hartman, Abigail A. Scholer, Kentaro Fujita, Heather A. Henderson

Bibliographic record

VenueSocial Development · 2025
Typearticle
Languageen
FieldPsychology
TopicMotivation and Self-Concept in Sports
Canadian institutionsCape Breton UniversityUniversity of Waterloo
Fundersnot available
KeywordsPsychologyDevelopmental psychologyTask (project management)Early childhoodEarly childhood education

Abstract

fetched live from OpenAlex

ABSTRACT Self‐regulation—the monitoring and control of thoughts, feelings, and behavior—plays a central role in guiding healthy social development. While the bulk of the literature examining children's self‐regulation has focused on how much or how well children can regulate specific cognitive functions or behaviors (e.g., emotion control, delay of gratification), recent adult research demonstrates the role of metamotivation—the monitoring and control of motivational states—in self‐regulation. Metamotivation is guided by metamotivational beliefs, including beliefs about which motivational state best fits the task at hand (beliefs about task‐motivation fit). Research with adults demonstrates that having normatively accurate beliefs about task‐motivation fit supports both individual achievement and social/occupational success. However, research has yet to investigate children's metamotivational beliefs. The current research addresses this gap by assessing children's beliefs about task‐motivation fit. In Study 1, participants in middle childhood (N = 66; Mage = 7.7 years) rated how well they would expect to perform on expansive‐eager tasks (tasks optimally performed with eagerness or expansion) and contractive‐vigilant tasks (tasks optimally performed with vigilance or contraction) with eagerness (vs. vigilance) and expansion (vs. contraction). Study 2 was a direct replication of Study 1 with adult participants (N = 210; Mage = 39.3 years). Across both studies, participants had a general preference for vigilance over eagerness. While both children and adults reported some normatively accurate metamotivational beliefs about task‐motivation fit, adults demonstrated these normatively accurate beliefs to a greater extent. These findings are discussed in terms of the importance of incorporating metamotivational beliefs into developmental models of self‐regulation with the goal of supporting positive socialization and social developmental outcomes.

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)0.002
metaresearch head score (Gemma)0.006
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 score0.015
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.105
GPT teacher head0.345
Teacher spread0.240 · 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

Citations2
Published2025
Admission routes1
Has abstractyes

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