Shades of Cultural Marginalization: Cultural Survival and Autonomy Processes
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
The recent rise in extremism, authoritarianism, displacement and isolationism signals troubled times for the most marginalized groups in societies. In this article, our primary emphasis is on a specific aspect of marginalization within organizational theory – referred to as cultural marginalization. We argue that the existing literature lacks an adequate theoretical understanding to address this phenomenon. To theorize cultural marginalization and uncover how marginalized groups may cope with such circumstances, we build on and problematize the culture-as-toolkit perspective. We integrate this perspective with other cultural theories that consider power structures more prominently. Drawing on this theoretical base, we develop a typology of four dynamics of cultural marginalization and conceptualize the specific cultural survival and cultural autonomy processes marginalized groups may undertake to safeguard their culture. In doing so, we contribute to the ongoing debate surrounding the toolkit perspective by providing novel insights into how marginalized groups utilize their socio-culturally constrained cultural resources in distinct ways, compared with more resourceful actors and groups. Our theoretical contributions pave the way for new avenues of research to deepen our understanding of the general process of cultural marginalization and to direct further inquiry into the survival strategies of marginalized groups and how they might (re)gain autonomy.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it