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 article tells the story of a group of Alaska indigenous leaders’ transition to capitalism. With Congressional passage of the Alaska Native Claims Settlement Act (ANCSA) in 1971, a new economic position emerges in Alaska Native society which creates opportunities for indigenous leaders to develop an awareness of themselves as a particular type of entrepreneurial group. Based on observation and analysis, this story traces the development of Kodiak Island Native leaders and relates their enduring apprehension as emerging capitalist agents who become conscious of their role as bearers of a project of identity formation. I claim that pre-ANCSA Kodiak society is a particular system of stratification in which social and cultural sources of power and privilege are dominant. The transition to post-ANCSA society is a process of converting devalued forms of power into new, economically defined forms and marks a shift from rank order to capitalist class stratification.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.000 |
| 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