Modifications des horaires de garde : conséquences sur la perception par les résidents de leur qualité de vie et de la sécurité des patients Effect of on-call schedule changes: impact on resident perceived quality of life and patient safety
Bibliographic record
Abstract
Background: In 2012, the province of Quebec called for the elimination of res- ident work shifts in excess of 16 hours. Objective: To evaluate the impact of an on-call sys- tem change in a pediatrics residency program with respect to perceived quality and safety of care provided to patients, as well as quality of life for residents involved. Method: A study using web-based pre- and post- surveys was carried out. The initial survey (IS) was com- pleted with residents involved in 24-hour calls. The second survey (SS) was sent out after the on-call system switched to 12-hour calls. Results: Response rate of 0.85 (IS) and 0.8 (SS). The mean number of hours per week spent in hospital remained unchanged before and after
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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 | 0.001 | 0.008 |
| 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 | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".