‘I’m kind of in a dilemma’: the challenges of non-standard work schedules and childcare
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
Canada has long been criticized for its patchwork of childcare policies and programmes. In this context, parents who work non-standard hours face additional challenges finding, affording, and maintaining stable childcare. Drawing on a purposive sample of twenty Canadian parents of young children who have non-standard work schedules, we explore the challenges these parents face, the strategies they use, and the impacts of current childcare policies, especially for mothers. We draw on qualitative findings to show how childcare services, labour standards and employment practices must adapt to better serve Canadian families. In the context of the COVID pandemic, it is more critical than ever that policy makers and service providers appreciate that non-standard work results in extremely limited access to childcare services, even as childcare is increasingly recognized as essential to economic recovery, women’s equality, and child and family well-being.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it