Terms of engagement: The collaborative representation of Alutiiq identity
Bibliographic record
Abstract
The book and exhibitionLooking Both Ways: Heritage and Identity of the Alutiiq Peoplepresent both Alutiiq and anthropological perspectives on a complex Alaska Native ethnicity. This community-based project, produced by the Smithsonian Institution and Alutiiq Museum in Kodiak, is considered within several frames: cultural identity and revitalization in the Alutiiq region, the new paradigm of collaborative anthropology, and contrasting essentialist and constructivist models of cultural change. An Alutiiq “cultural logic” of connection to ancestors, kin, place and a provident natural environment is proposed as the basis for continuity of identity through two centuries of cultural transformation. Collaborative engagement in Indigenous heritage projects is discussed as a complex but indispensable commitment for contemporary anthropology.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.012 | 0.031 |
| Scholarly communication | 0.014 | 0.010 |
| Open science | 0.001 | 0.017 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 source (direct Gemma or distilled Codex), 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".