Commercial Fisheries in Kodiak, Alaska: Changing Relationships to Maritime Resources in Old Harbor
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 will present research conducted in the summer of 1994 concerning indigenous access to natural resources. The case study documents the effects of state-directed resource management arrangements on the Native (Koniag) village of Old Harbor, on Kodiak Island, Alaska. A change in commercial salmon fisheries management policy to a 'Limited Entry Permit' system instituted in 1975 resulted in the transfer of fishing rights away from some Native fishermen, accompanied by an overall increase in gear capitalisation and efficiency of the salmon fleet. The results of interviews with vessel captains and crew members, resource managers, policy makers, processing industry managers, and other men and women who have participated in the fishery before and since the institution of the Limited Entry system will be discussed. The sustainable viability of commercial fishing, both as an occupation and as an important cultural pursuit, will be evaluated in the context of changes in commercial fishing and in the political, economic and social systems of Old Harbor."
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.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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