Evaluation of a JAIBG-Funded Project: Emmonak Elders' Group
Bibliographic record
Abstract
Since 1999, the Emmonak Elders' Group Project has handled certain non-felony juvenile cases in the village of Emmonak, a predominately Yup'ik community on the Yukon Delta of western Alaska. The project permits youth to remain within the community while their offenses are adjudicated through the body of elders – thus avoiding formal justice system processing which usually entails removal from the village. Youths are held accountable within the context of the local community and its traditions. This article describes the results of an initial evaluation of the program in early 2001, after the court had been in operation for approximately a year and a half. The evaluation comprised a review of program files, direct observations of meetings, discussions with community residents and interviews with parents and juveniles. It primarily focused on project implementation: how the court was established, its procedures, and the working relationships among institutions and individual participants.
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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 | 0.030 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.010 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.004 | 0.006 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".