‘She is Too Young for These Chores’ — Is Housework Taking a Back Seat in Urban Chinese Childhood?
Bibliographic record
Abstract
The child in contemporary urban China is experiencing an increasingly exclusive focus on academic achievement at the expense of non‐academic activities, particularly housework. In‐depth interviews with caregivers (including grandparents and parents) from 9 three‐generational families (n = 34) and parents from 10 nuclear families (n = 20) were conducted. Results show that although children from both family types were low in housework participation, children in three‐generational families were perceived by their caregivers to be less competent in performing self‐care and family‐care tasks. They were also less frequently assigned regular tasks as compared with children from nuclear families. Unlike caregivers from western societies, where children's participation in housework is seen as either a means of socialisation or a source of domestic labour, Chinese caregivers consider housework as a distraction, at best an addendum to academic work.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 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".