Gender stereotyping in infancy: Visual preferences for and knowledge of gender-stereotyped toys in the second year
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
Infants’ visual preferences for gender-stereotyped toys and their knowledge of stereotyped toys were examined in two experiments using an adaptation of the preferential looking paradigm. Girls and boys aged 12, 18, and 24 months were tested for their preference for photos of vehicles or dolls, and for whether they associated (“matched”) these two stereotyped sets of toys with the faces and voices of male and female children. Results of Experiment 1 (N = 77) demonstrated significant preferences for gender stereotyped toys appearing by 18 months of age. In Experiment 2 (N = 58), girls were able to associate the gender-stereotyped toys with girls’ and boys’ faces by 18 months of age, but boys were not. Implications for theories of early gender development are discussed.
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 | 0.001 | 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 | 0.000 | 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