Increasing equitable care for youth through coordinated school health
Bibliographic record
Abstract
Abstract Nearly a quarter of the students in the U.S. education system have a chronic health condition, disability, or special healthcare need. Students living in poverty and those at risk for or with disabilities have higher rates of health issues and encounter more barriers to accessing appropriate health care than their peers. The reciprocal influences between health and education as critical social determinants for youth are well established and prompted the development of a comprehensive model of school‐based coordinated health, the Whole School, Whole Community, Whole Child (WSCC) model. A brief overview of (a) education‐related health issues experienced by students living in poverty and those at risk for or with disabilities, (b) access to health care, (c) the need for coordinated care, and (d) the WSCC model are provided. The WSCC model represents an unprecedented opportunity to increase equitable care for youth through coordinated school health.
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".