Community-Based Study on Family-Related Contributory Factors for Childhood Unintentional Injuries in an Urban Setting of Sri Lanka
Bibliographic record
Abstract
A community-based descriptive cross-sectional study was carried out among children aged 1 to 4 years residing in an urban setting of Sri Lanka to assess the incidence and associated family-related factors of unintentional injuries. A total of 458 children were recruited using simple random sampling technique, giving a response rate of 91.6%. The incidence of unintentional injuries that needed medical attention during the study period of 3 months was 28.1 per 100 children (95% CI = 19.46-36.74). The factors that were significantly associated with the occurrence of unintentional injuries among children are low monthly income of the family (P = .045), low social support to the mother of index child (P = .022), nonauthoritative type of parenting of the mother of index child (P = .039), cared by person other than mother during day time (P = .002), frequent arguments between parents (P = .004), and frequent alcohol consumption of father (P = .001).
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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 | 0.019 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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".