Contextual variations in children’s perceptions of their peers as gender typical
Bibliographic record
Abstract
Cultural and socioeconomic differences in children’s perceptions of their peers as being typical members of the cis gender group were examined in a cross-sectional sample of 351 girls ( N = 164) and boys from 19 fifth- and sixth-grade classrooms (M age = 11.5) in three primary schools in Montréal ( N = 156) and two schools in Barranquilla. Multilevel modeling indicated that: (a) the overall level of perceived typicality was low; (b) boys perceived other boys to be more typical than girls, whereas girls perceived girls and boys to have the same level of typicality; (c) in Barranquilla perceptions of gender typicality were higher among upper-middle-class children than among lower-middle-class children, whereas no difference was observed with the children from Montréal.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.001 | 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 teacher head, 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".