Self-assessment of stress in the workplace: a misleading health indicator L’autoévaluation du stress au travail : un indicateur de santé trompeur La auto-evaluación del estrés en el trabajo : un indicador engañoso de salud
Bibliographic record
Abstract
The purpose of this study is to document the relationships between some psychosocial constraints in the workplace and some mental health problems based on data for Québec from Cycle 1.2 of the Canadian Community Health Survey. From 2002 to 2005, results indicate a significant increase in weak social support from 45% to 49%, while for the same period, the number of persons indicating being stressed at work decreased significantly, dropping from 42% to 38%. However, while less autonomy in the workplace is associated with less stress at work, this dimension is also recognized as pathogenic for mental health. Therefore, self-assessment of stress in the workplace appears to be a misleading health indicator, since it fails to assess dimensions recognized as pathogenic for mental health. L’objectif de l’étude est de documenter les liens entre certaines contraintes psychosociales du travail et certains problèmes de santé mentale, et ce, à partir des données pour le Québec du cycle 1.2 de l’Enquête sur la santé dans les collectivités canadiennes. Les résultats indiquent une augmentation significative du faible soutien social entre 2002 et 2005 qui passe de 45 % à 49 %, alors que le nombre de personnes se disant stressées au travail s’est amélioré de façon significative entre 2000-01 et 2005, passant de 42 % à 38 %. De plus, la faible autonomie de compétence est associée à moins de stress au travail, alors que cette dimension est reconnue pathogène pour la santé mentale. L’autoévaluation du stress au travail apparaît donc comme un indicateur de santé trompeur, puisqu’il n’évalue pas les dimensions reconnues pathogènes pour la santé mentale. El objetivo de este estudio es documentar los lazos entre ciertas exigencias psicosociales del trabajo y ciertos problemas de salud mental, a partir de datos para Québec del ciclo 1.2 de la Encuesta sobre la salud en las colectividades canadienses. Los resultados indican un aumento significativo de la categoría “débil apoyo social”, entre 2002 y 2005 quien pasa de 45 % a 49 %, mientras que el número de personas indicando estar estresadas en el trabajo a disminuido de forma significativa entre 2000-01 y 2005 pasando de 42 % a 38 %. A pesar de que menos autonomía en el trabajo es asociada a menos estrés, esta dimensión es reconocida patógena para la salud mental. La auto-evaluación del estrés en el trabajo aparece como un indicador engañoso de salud porque no evalúa las dimensiones reconocidas patógenas para la salud mental.
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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 | 0.005 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".