A descriptive study of primary health care practices in Ontario's youth custody facilities
Bibliographic record
Abstract
BACKGROUND: Adolescents admitted to youth custody facilities are often in need of physical and mental health care. OBJECTIVES: To describe primary health care practices in Ontario's youth custody facilities. METHOD: A questionnaire regarding facility characteristics and primary health care practices was distributed to the directors of all youth custody facilities in Ontario. RESULTS: Most (87.8%) facilities obtained medical histories after the youth arrived, and 92% used health care professionals to perform that assessment. Intake medical examinations were performed on each youth admitted to custody at 94% of all facilities; however, only 57.2% of facilities reported that these examinations were performed by a doctor within 72 h of admission. Performing suicide assessments on all youth at intake was reported by 77.6% of facilities. Continuous health education was provided by 76% of facilities. Facility type and type of management appear to be related to some areas of health services provision. CONCLUSIONS: Youth custody facilities in Ontario are providing primary health care services. Weaknesses are, however, evident, particularly in relation to untimely intake medical examinations, failure to provide continuous health education and failure to conduct suicide assessments on all youth at intake. Future research on barriers to health service provision in Canadian youth custody facilities is recommended.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".