Implementation strategies and outcomes of school-based programs for adolescent suicide prevention: A scoping review protocol
Bibliographic record
Abstract
OBJECTIVE: This scoping review aims to identify and map the empirical literature on the implementation strategies and outcomes of school-based programs for adolescent suicide prevention (SBASP). INTRODUCTION: School-based programs are preferred interventions for preventing suicide in adolescents, and their effectiveness has been well-systematized in several reviews. Implementation research is a growing field for prevention programs, making it possible to understand the nature of success or failure outcomes and maximize intervention benefits. However, there is a knowledge gap in the implementation research applied to adolescent suicide prevention in the educational context. We conduct a scoping review to provide the first overview of the scope of implementation research applied to adolescent suicide prevention programs in the school setting to know what implementation strategies and outcomes are reported by these programs and how they are evaluated. METHODS: The proposed scoping review will be conducted following six stages, including the definition of objectives. Studies must be empirical and address implementation strategies or implementation outcomes of school-based programs for adolescent suicide prevention. Studies that focused exclusively on clinical efficacy or effectiveness evaluation will be excluded. A preliminary search of PubMed was conducted to refine the initial search strings, followed by a final search of several other electronic databases. Finally, a gray literature search will identify unpublished literature and reduce location bias. There will be no limits to a specific date. Two independent reviewers will screen, select, and extract the retrieved records. The results will be presented using tabular forms and a narrative summary with attention to the review objectives and research questions and their implications for research and practice of school-based programs for adolescent suicide prevention.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.141 | 0.108 |
| Meta-epidemiology (narrow) | 0.005 | 0.005 |
| Meta-epidemiology (broad) | 0.011 | 0.015 |
| Bibliometrics | 0.025 | 0.019 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.010 | 0.010 |
| Open science | 0.007 | 0.010 |
| Research integrity | 0.009 | 0.007 |
| Insufficient payload (model declined to judge) | 0.039 | 0.010 |
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".