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Record W4413900225 · doi:10.1016/j.erap.2025.101115

La difficile rencontre entre des parents d’enfants intellectuellement doués et leur communauté : une étude qualitative

2025· article· fr· W4413900225 on OpenAlexaff
Anne Brault‐Labbé, Gabrielle Comtois, Catherine Dupuis-Fortier, Mélina Morin, Joanie Poirier, Alexis Hubert

Bibliographic record

VenueEuropean Review of Applied Psychology · 2025
Typearticle
Languagefr
FieldPsychology
TopicFamily and Disability Support Research
Canadian institutionsHôpital Charles-Le MoyneUniversité du Québec à Trois-RivièresUniversité du Québec à MontréalUniversité de Sherbrooke
Fundersnot available
KeywordsSociologyPsychology

Abstract

fetched live from OpenAlex

Résumé Introduction Plusieurs enfants intellectuellement doués présentent des vulnérabilités que leurs parents accompagnent au quotidien, dans des communautés où la complexité de la douance demeure souvent méconnue. Objectif Cette étude qualitative dresse un portrait des difficultés de parents d’enfants doués telles que vécues face à la communauté. Méthode Les 180 parents participants ont décrit leur expérience via un questionnaire en ligne sécurisé. Les données ont fait l’objet d’une analyse thématique. Résultats Les résultats dépeignent, d’une part, l’expérience vécue par les parents eux-mêmes face à la communauté et, d’autre part, les réactions face à la douance qu’ils perçoivent dans la communauté et qu’ils associent à leurs difficultés. Conclusion L’importance de la sensibilisation sociale et de la formation sur la douance est discutée.

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)0.020
metaresearch head score (Gemma)0.023
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.106

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.023
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0040.004
Scholarly communication0.0030.003
Open science0.0010.002
Research integrity0.0010.002
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 head0.068
GPT teacher head0.465
Teacher spread0.397 · 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 designQualitative
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

Citations1
Published2025
Admission routes1
Has abstractyes

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Same venueEuropean Review of Applied PsychologySame topicFamily and Disability Support ResearchFrench-language works237,207