MétaCan
Menu
Back to cohort
Record W7110491097

Refonte de l’inventaire typologique des intérêts professionnels (ITCP-72-R) : premières évidences de validité basées sur la structure interne de sa nouvelle adaptation au contexte franco-québécois

2025· other· fr· W7110491097 on OpenAlexaboutno aff

Bibliographic record

VenueLe dépôt institutionnel (Université du Québec à Trois-Rivières) · 2025
Typeother
Languagefr
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)Field (mathematics)Vulnerability (computing)Perspective (graphical)
DOInot available

Abstract

fetched live from OpenAlex

Tout d'abord, j'aimerais tout particulièrement remercier chaleureusement mes parents, Francine Mercier et Gilles Alarie, qui m'ont énormément supporté durant l'ensemble de mes années d'études et qui m'ont permis d'accomplir sereinement ma scolarité en psychologie.Je suis pleinement conscient des sacrifices que vous avez faits et j'en serai éternellement reconnaissant.Par ailleurs, j'aimerais grandement remercier mon directeur de recherche, Marcos Balbinotti, qui m'a partagé ses connaissances à l'égard du domaine de la psychométrie et accompagné durant l'accomplissement de ce projet de recherche qui culmine avec la rédaction de cette thèse.Finalement, j'aimerais également remercier Cynthia Mathieu et Annick Parent-Lamarche, membres de mon comité doctoral, pour m'avoir partagé leurs connaissances en psychologie organisationnelle et notamment, au niveau des différents traits de personnalité et de leurs adéquations avec les divers milieux de travail.

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)0.008
metaresearch head score (Gemma)0.037
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.052
Threshold uncertainty score0.193

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.037
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0060.012
Science and technology studies0.0040.004
Scholarly communication0.0070.004
Open science0.0020.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0100.001

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 head0.014
GPT teacher head0.219
Teacher spread0.205 · 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 designBench or experimental
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

Explore more

Same venueLe dépôt institutionnel (Université du Québec à Trois-Rivières)French-language works237,207