Work-Family Conflict, and Psychological Distress in Men and Women among Canadian Police Officers
Bibliographic record
Abstract
The present study examined the relations among sex, work-family conflict, and psychological distress in 78 Canadian police officers (50 men and 28 women). The average age of the officers was 36.1 yr. (SD=8.0), and nearly one-third of the respondents had been in policing 16 years or more. Ordinary least-squares regression was conducted to examine the association of Psychological Distress scores, as measured by the K6, with four types of work-family conflict: Time-based Work-to-Family Conflict, Time-based Family-to-Work Conflict, Strain-based Work-to-Family Conflict, and Strain-based Family-to-Work Conflict. Being single and having higher perceived Strain-based Work-to-Family Conflict were associated with greater scores on Psychological Distress. No statistically significant sex differences emerged in the self-reported type or direction of work-family conflict or in the factors associated with Psychological Distress.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".