Attitudes about Injury among High School Students
Bibliographic record
Abstract
BACKGROUND: Despite education and changes in public policy, trauma-related injuries continue to exact an unacceptably high morbidity and mortality, particularly among young people. Most injuries are preventable and can often be attributed to poor choices. STUDY DESIGN: A mixed methods study involving 262 high school students was conducted to study the effect on knowledge and risk assessment after a day-long injury prevention program, and to develop a theoretic framework to better understand attitudes and beliefs that underlie commonly seen behaviors among young people. RESULTS: Knowledge about injury increased after participation in the program, but was not durable over time. Risk perception and capacity to discern safer options improved after the program and persisted for up to 30 days. A qualitative analysis revealed seven themes that reflect a sense of invincibility and a belief that fate is more important than choice in determining the outcomes of a situation. CONCLUSIONS: Effective injury prevention programs should include risk perception training that is informed by the attitudes and beliefs of the recipients.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".