Pediatric School Outreach: Clinical Needs of an Urban Student Population
Bibliographic record
Abstract
Pediatric School Outreach (PSO) is a school-based health center (SBHC) in an urban elementary school in Toronto, Canada. PSO focuses on developmental, behavioral, mental health, and educational concerns. A retrospective chart review aimed to characterize demographics, diagnoses, and referrals of patients attending PSO. Of 137 children, ages 2 to 15 years, 73.7% were male; 58.1% had a household annual income of <$30 000 CAD. Possible or confirmed diagnoses included attention deficit hyperactivity disorder (48.5%), learning disability (35.6%), anxiety (22.0%), autism spectrum disorder (16.7%), oppositional defiant disorder (14.4%), and expressive language delay (11.4%). Involvement of community mental health and other agencies was advised in 37.9% of cases. Psychoeducational testing was recommended for 25.0% of patients. Results suggest the need for timely developmental testing, particularly for autism spectrum disorder, and accessible learning disability diagnostic support. There is potential for expansion of interprofessional care at PSO, including psychology, psychiatry, social work, and behavior therapy.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".