Drawing the diversity line: Numerical thresholds of diversity vary by group status.
Bibliographic record
Abstract
This research estimates the points of relative group representation at which members of dominant and nondominant groups declare an organization to be diverse. Across 7 studies, members of dominant groups, relative to members of nondominant groups, reported that diversity was achieved at lower representations of the nondominant group within an organization. This was explained by the dominant group members' relative opposition to using the equal representation of groups as a standard against which to judge diversity. This mediation was also replicated with the antiegalitarian dimension of social dominance orientation, suggesting that the setting of diversity thresholds serves a hierarchy relevant function. Group differences in thresholds of diversity were strongest when people were evaluating whether an organization was sufficiently (vs. descriptively) diverse, when group status was perceived to be threatened, and when the nondominant group was also a numerical minority in the relevant context. (PsycINFO Database Record (c) 2020 APA, all rights reserved).
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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 | 0.002 | 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 | 0.002 | 0.001 |
| 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 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".