Advice to mothers about managing children's behaviours in <scp>C</scp>anada's premier woman's magazine: a comparison of 1945–1956 with 1990–2010
Bibliographic record
Abstract
Abstract Recent research and theorizing has characterized contemporary mothering as medicalized, intensive and risky. The rate of diagnosis of children's mental health issues has grown rapidly, particularly since the 90s. This paper examines the construction of mothering in regard to children's behaviours and mental health through an exploratory and qualitative content analysis of the portrayal of advice to mothers in Chatelaine Magazine, the premier women's magazine published in Canada. The time periods chosen for comparison were 1945–1956 and 1990–2010. The first period was selected because it was a time of dramatic changes that occurred in family, occupational and domestic life for women immediately after World War II. The second represents the modern period. The findings of the paper suggest that mothering was intensive, medicalized and risky in both periods although the conceptualizations of problems differed.
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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 | 0.001 | 0.007 |
| 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 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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".