Bibliographic record
Abstract
Introduction Mattole belongs to the Athabaskan language family, which is part of the Na-Dene phylum. This phylum spreads over part of the West of the North-American continent, with three separate regions of speakers: West Canada, North California and Arizona and New Mexico. Mattole was spoken in North-West California, near the mouth of the Mattole river [lit.ref. 2]. By the time it was recorded [lit.ref. 1] (1930), there were only one or two speakers left and the Encyclopedia Britannica of 1973 marks it as extinct. Other prominent Athabaskan languages are Chipewyan in Canada and Navaho and the Apache languages in Arizona and New Mexico. Mattole does not differ more from Navaho than the average British country-side dialect from Standard English; if it were not for the two thousand kilometers that separate them, they might well be considered dialects of the same language. All in all, Mattole is somewhat simpler than Navaho. If recent research is correct, the Na-Dene languages are remotely related to Chinese and arrived in America somewhere around 7000 BC.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".