Travailler dans le milieu communautaire : perspectives des travailleurs quant aux demandes et aux ressources qui influencent leur santé psychologique
Bibliographic record
Abstract
Les travailleurs œuvrant auprès d’organismes communautaires sont essentiels pour le fonctionnement de la société puisqu’ils octroient des services aux clientèles vulnérables. Cependant, la littérature indique que ces travailleurs vivent à la fois plus de détresse et de bien-être que leurs homologues des secteurs publics et privés. Grâce à des groupes de discussion réalisés auprès de travailleurs communautaires québécois (n = 20), cette étude identifie des demandes et des ressources au travail ayant des répercussions sur leur santé psychologique. Les résultats contribuent à une meilleure compréhension des facteurs influençant la santé psychologique des travailleurs et à une réflexion sur l’amélioration de leurs conditions de travail.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.008 | 0.000 |
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.
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".