News Coverage of Child Care during COVID-19: Where Are Women and Gender?
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
Abstract Research has long observed the absence of gender in child care policy, media, and elections. However, the COVID-19 pandemic has invoked critical questions about child care and its importance to states’ economic recoveries around the world. In this research note, we analyze news coverage of child care in major Canadian daily newspapers to explore whether and how news narratives regarding child care are shifting in light of the COVID-19 pandemic. In particular, are we seeing a focus on women and gender in child care coverage amid the compounding pressures that women face in the current social and economic climate? The results of our analysis suggest that the pandemic has not shifted the conversation on child care and that current coverage principally reflects long-standing trends in child care framing. We find that gender remains systematically written out of coverage of child care, occluded by a larger focus on health-, economic-, and accessibility-related concerns about child care services.
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 | 0.000 | 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 | 0.001 | 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 it