Time Deficits with Children: The Link to Parents’ Mental and Physical Health
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Time spent with children has become a central concern in North American parenting culture. Using the 2011 Canadian Work, Stress, and Health Study ( n = 2,007), the authors examine employed parents’ perceptions about having too little time with children and whether these relate to parents’ mental and physical health. The “pernicious stressor” hypothesis posits that the demands of paid work combined with intensive mothering or involved fathering create unique time tensions that act as chronic stressors and that these are associated with poorer health and well-being. Alternatively, the “public face” hypothesis suggests that parents often present themselves as good mothers or fathers through an expressed lack of time with children, but statements are superficial and thus are not related to health. The authors find that about half of employed parents report time shortfalls with children; work hours, schedule control, location of work, and family context are related to perceived time deficits with children. Supporting the pernicious stressor hypothesis, expressed time deficits are associated with distress, anger, and sleep problems, even when adjusting for work and family factors.
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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 | 0.001 | 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 | 0.002 | 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 it