Yup'ik Culture and Context in Southwest Alaska: Community Member Perspectives of Tradition, Social Change, and Prevention
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
This paper provides an introduction to key aspects of Yup'ik Inuit culture and context from both historical and contemporary community member perspectives. Its purpose is to provide a framework for understanding the development and implementation of a prevention initiative centered on youth in two communities in Southwest Alaska as part of collaboration with the University of Alaska Fairbanks and the National Institutes of Health. This paper is written from the perspective of elders and local prevention workers from each of the two prevention communities. The co-authors discuss their culture and their community from their own perspectives, drawing from direct experience and from ancestral knowledge gained through learning and living the Yuuyaraq or the Yup'ik way of life. The authors of this paper identity key aspects of traditional Yup'ik culture that once contributed to the adaptability and survivability of their ancestors, particularly through times of hardship and social disruption. These key processes and practices represent dimensions of culture in a Yup'ik context that contribute to personal and collective growth, protection and wellbeing. Intervention development in Yup'ik communities requires bridging historical cultural frames with contemporary contexts and shifting focus from reviving cultural activities to repairing and revitalizing cultural systems that structure community.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| 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