Performance et monde du travail : analyser autrement la performance contextuelle en lien avec la santé psychologique
Bibliographic record
Abstract
Les études sur la thèse du travailleur heureux‐productif sont contradictoires. On présume l’existence d’un lien linéaire entre la performance et la santé psychologique. De plus, on constate que le type de performance et ses effets varient selon les études. Cet article vise une meilleure compréhension du lien entre la performance et la santé psychologique des travailleurs. L’association non linéaire entre la performance contextuelle, le bien‐être psychologique au travail et l’épuisement professionnel a été examinée. Les résultats d’un questionnaire administré à 978 travailleurs canadiens démontrent que le pourcentage de variance du bien-être psychologique au travail et de l’épuisement professionnel expliquée par la performance contextuelle est plus important lors de l’ajout de termes quadratiques aux analyses.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".