Toward the integration of education and school-based behavioural supports: the B.E.S.T. program in northern Nova Scotia
Bibliographic record
Abstract
Emotional behavioural disorders (EBD) in school-aged children are significant and serious issues affecting a global population. This study is an examination of the Behavioural Education Support and Training Program (B.E.S.T.), a school-based program centered on psychosocial rehabilitation for children with EBD. The program is based in eight elementary schools across the Chignecto Central Regional School Board (CCRSB) in Northern Nova Scotia. Historical quantitative data were utilized to analyze students’ emotional and behavioural functioning in classrooms, playground, cafeteria, and/or related environments within each school. The study results expand upon existing descriptive and quasi-experimental studies that demonstrated the importance of longitudinal intervention, the effectiveness of integrated therapy, and progressive change in educational systems. The study data showed that school-based intervention for children with EBD has positive results for decreasing behavioural dysfunction.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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".