Mothers' Home-Safety Practices for Preventing Six Types of Childhood Injuries: What Do They Do, and Why?
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: To identify determinants of mothers' home-safety practices for preventing six types of common injuries to children (burns, poisoning, drowning, cuts, strangulation/suffocation/choking, and falls). METHODS: Home interviews were conducted with mothers of children 19-24 and 25-30 months old about home-safety practices. For each of 30 safety precautions to prevent these six types of injuries, mothers indicated whether or not they engaged in the practice, and explained why. RESULTS: Regression analyses revealed both common and unique determinants of mothers' home-safety practices to prevent these six types of home injuries. For burns, cuts, and falls, beliefs that child characteristics and parent characteristics elevated the child's risk of injury were the key determinants of the mother's engaging in precautionary measures. For drowning, poisoning, and suffocation/strangulation/choking, health beliefs also contributed to predict mothers' practices, including beliefs about potential injury severity and extent of effort required to implement precautionary measures. CONCLUSIONS: The factors that motivated mothers to engage in precautionary measures at home varied depending on the type of injury. Intervention programs to enhance maternal home-safety practices will need to target different factors depending on the type of injury to be addressed.
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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 | 0.002 | 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 | 0.000 |
| 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 it