Culture and Change for Iñupiat and Yupiks of Alaska
Bibliographic record
Abstract
This paper is the property of Dr. Edna Ahgeak MacLean and is for private use only. This paper cannot be used for commercial purposes or any other purpose without written permission from the author. Cultural Heritage of the Alaskan Inuit The forces of nature determined the life-style of the forebears of the Iñupiat and the Yupiks, i.e. the Inuit (Eskimo) people of Northern and Western Alaska. Their ancestors lived along the coast of the Arctic Ocean and the Bering Sea in some of the most severe environmental conditions known to humankind. They survived and flourished by harvesting their food and fuel and the raw materials from which they made clothing and housing and the implements of culture on land and sea. The resourcefulness of those forebears and the cultural legacy that they have left are a source of pride to their descendants. The latter are determined that the culture that they bequeathed will not disappear from the earth. According to Iñupiaq legend, Inuit migrated from Siberia to Alaska to escape
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".