The Fraser Region's early childhood screening program for children in care: evaluation report and recommendations for improved outcomes
Bibliographic record
Abstract
This study provides an evaluation of year one of the Fraser Region’s Early Childhood Screening program for children in care and provides recommendations to increase program effectiveness. The Fraser Region Ministry of Children and Family Development (MCFD) and the Fraser Health (FH) authority formed the screening program in 2007. This program is designed to support short and long-term best outcwomes for the Fraser Region’s children in care population through comprehensive health assessments and early intervention services. The program focuses on screening children when they reach 18 and 36 months of age in five key health areas: vision, dental, audiology (hearing), developmental progress and immunizations. This study contains data on 236 total children in care who were eligible for the screening program from January 1, 2008 to September 30, 2008. Of the 236 eligible children, 116 participated in the screening process. Recommendations for optimization of the assessment process and referral programs are provided.
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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 | 0.045 | 0.039 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 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 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".