WITHDRAWAL – Administrative Duplicate Publication: Restructuring of the Québec Health Network and its Effects on the Profession of Home Health Aides and Their Occupational Health and Safety
Bibliographic record
Abstract
The Québec health sector is facing profound macroeconomic and macro-organizational changes. This article addresses the impact of these changes on the work of home health aides (HHAs) and their occupational health and safety (OHS). The study was carried out in the home care services of four local community service centers (CLSCs) with different organizational characteristics. It is based on an analysis by triangulation of 66 individual and group interviews, 11 work days, and 35 multidisciplinary or professional meetings observed, as well as administrative documents. HHAs are experiencing an erosion of their job because the relational and emotional components of their work are disappearing. This results in an increase in musculoskeletal and psychological health problems. This study also shows that managers' decisions can reduce or increase the HHAs' work constraints. Stability in the clientele served and the possibility of organizing their routes are good examples of positive impacts.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".