Men Don’t Put on Make‐up: Toddlers’ Knowledge of the Gender Stereotyping of Household Activities
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Toddlers’ knowledge of the stereotyping of traditionally feminine and masculine household activities was examined in two experiments. The experiments used a generalized imitation paradigm which required toddlers (total N = 63) to select a male or female doll to imitate nine masculine, feminine and neutral activities (e.g., shaving, vacuuming, sleeping). In the first experiment, 24‐month‐old girls, but not boys, demonstrated knowledge of both feminine and masculine activities. Results from study 2 indicated that boys possess some knowledge of these stereotyped activities by the age of 31 months. The results of the two experiments suggested that knowledge about the gender stereotyping of familiar activities can be demonstrated in children as young as 24 months.
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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 | 0.000 | 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