Programme d'intervention visant à réduire l'utilisation des contentions physiques dans des unités de soins de longue durée — mise en oeuvre et effets sur le personnel soignant
Bibliographic record
Abstract
ABSTRACT This study aimed at (a) developing a restraint reduction program, (b) describing its implementation in long-term care units, and (c) examining its effects on care staff's perceptions of and knowledge about the use of restraints. The program was composed of three parts: consciousness-raising meetings, staff education, and clinical follow-up. The study was a randomized, controlled clinical trial with eight intervention care units (five nursing homes) and 11 controls (five additional nursing homes). Care staff was surveyed at two time intervals over a 7-month period (pre- and post-test intervention; intervention care units:N= 171 [T0] andN= 158 [T1]; controls:N= 181 [T0] andN= 166 [T1]). The implementation of the program was successful and results showed significant changes in care staff perceptions of and knowledge about the use of restraints.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".