When I Know Who “We” Are, I Can Be “Me”: The Primary Role of Cultural Identity Clarity for Psychological Well-Being
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
Collective trauma, be it through colonization (e.g., Aboriginal Peoples), slavery (e.g., African Americans) or war, has a dramatic impact on the psychological well-being of each and every individual member of the collective. Thus, interventions are often conceptualized and delivered at the individual level with a view to minimizing the psychological disequilibrium of each individual. In contrast, we propose a theory of self that emphasizes the primacy of cultural identity for psychological well-being. We present a series of studies that illustrate the importance of cultural identity clarity for personal identity and for psychological well-being. Our theoretical model proposes that interventions aimed at clarifying cultural identity may play a constructive role in the promotion of the well-being of group members exposed to collective trauma.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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