How Does Racial Context Matter?: Family Preparation-for-Bias Messages and Racial Coping Reported by Black Youth
Why this work is in the frame
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Bibliographic record
Abstract
Black families and youth likely consider specific racial discriminatory situations in preparation-for-bias messages and racial coping responses. Our study investigated coping responses embedded in youth-reported Black families' preparation-for-bias messages and youths' proactive coping responses to specific racially discriminatory situations-teachers' negative expectations, store employees' hyper-monitoring and police harassment. Gender and racial discrimination experience differences were considered along with relations between messages and coping. Our investigation was guided by the integrated-developmental, transactional/ecological, intersectionality, and Phenomenological Variant of Ecological Systems Theory theoretical frameworks. We conducted cluster analyses using data from 117 Black youth aged 13-14 to identify situation-specific family messages and youth coping responses. Families' messages and youths' responses varied in content and frequency based on the specific discriminatory situation, which suggests consideration of context.
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 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