The Survival of Alaska's Indigenous Peoples of the Lower Yukon River
Bibliographic record
Abstract
The indigenous peoples living in remote villages of Southwestern Alaska are heavily dependent on subsistence hunting, fishing, gathering and trapping to provide for the diets of many families. There are many tribes within the region that utilize a traditional way of life that revolves on a cultural continuum relying on immediate and extended families to educate and help each other. Each person that permanently resides inside the tribal villages fits together as parts within intergenerational knowledge that utilize critical thinking skills to resolve problems related to subsistence needs. Most of the permanent residents living across the Yukon and Kuskokwim delta (YKD) utilize subsistence harvest for nourishing parts within ceremonial and traditional forms of ancestral religious or cultural practices that are unique between tribal villages. The Yup'ik peoples residing along the freshwater tributaries of both the Yukon and Kuskokwim River will be explored to conceptualize the impacts of wildlife management. This project intends to expand research related to rural Alaska Native lifestyles along freshwater tribes reflecting notions of subsistence ways of life. This will further explore the importance of indigenous attachment between culture, landscapes and waterways. This scholarly work will be unique in the Native American Studies field to expand research related to traditional knowledge, survival, resiliency and a way of life. Many of the cultures of Southwest Alaska are wedded to land with availability of subsistence activity providing intergenerational roots to hunt, fish, gather and trap. Notions of cultural diversity will expand works of Yup'ik cultures that broadens the scope of indigenous peoples along the YKD.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".