Men on Fathering in the Context of Children’s Unintentional Injury Prevention
Bibliographic record
Abstract
Injuries are a leading cause of death for children, and parental safety behaviors are fundamental to child injury prevention. Fathers' perspectives are largely absent. Our novel research connects masculinities, fathering, and childhood injury. Sixteen fathers of children aged 2 to 7 years in two Canadian urban settings participated in photo-elicitation interviews detailing activities they enjoyed with their children and concerns regarding child safety. Participants described how elements of risk, protection, and emotional connection influenced their approach to fathering as it related to injury prevention. Most men considered engaging children in risk as key to facilitating development and described strategies for protecting their children while engaging in risk. Many men identified how the presence of an emotional connection to their children allowed them to gauge optimal levels of risk and protection. There exists a tremendous opportunity to work with fathers to assist in their efforts to keep their children safe.
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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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 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".