Influence des buts de performance, de l’évitement de la maîtrise et de la timidité sur l’engagement dans les études universitaires
Bibliographic record
Abstract
Dans l’enseignement supérieur, l’engagement des étudiants influence largement leur réussite. Cette étude vise à évaluer si l’orientation de performance, ainsi que la timidité, influencent cet engagement. 394 étudiants français de premier et deuxième cycles universitaires ont rempli des échelles de timidité, de buts de performance et d’évitement de la maîtrise, ainsi que d’engagement dans les études. Les résultats indiquent que les buts de performance prédisent l’enthousiasme dans les études. Également, la timidité est médiatrice du lien entre le but de performance et l’engagement de l’étudiant. La recherche propose divers moyens de favoriser l’engagement dans les études.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.018 | 0.047 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".