Privilege lost: How dominant groups react to shifts in cultural primacy and power
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
As a function of their race, gender, class, and other social categories, long-standing privileges in social hierarchies have been afforded to some groups of people to the detriment of others. Recently, scholars have made considerable headway studying the social gains made by disadvantaged groups, including a better understanding of how relatively advantaged groups (e.g., White people; men) often pushback against and resist shifts in group-based power or prestige. The present body of work curates social psychological perspectives on the sense of privilege lost, the belief that one’s dominant group is losing ground to other groups. Here, we outline several dominant themes emerging from scholars in this field, including a better understanding of the psychological nature of group-based threat reactions, and for whom such demographic/power changes are deemed troubling, thus triggering pushback. We make recommendations for shaping future research on the perceived loss of group status and power.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it