<scp>Andrew Cowell and Alonzo Moss, Sr.</scp> (eds.), <i>Arapaho historical traditions told by Paul Moss</i>
Bibliographic record
Abstract
Andrew Cowell and Alonzo Moss, Sr. (eds.), Arapaho historical traditions told by Paul Moss. (Publications of the Algonquian Text Society.) Winnipeg: University of Manitoba Press, 2005. Pp. viii, 531. Pb $48.00. This volume gathers 12 oral narratives originally told by Paul Moss (1911–1995), recorded by his son Alonzo Moss, and later transcribed and translated by Alonzo Moss and Andrew Cowell. Some of the stories were originally told to an audience of elders of the Northern Arapaho Tribe, to which Paul Moss belonged, and others to high school students, not all of whom understood Arapaho. Significantly, the audiences were in all cases composed exclusively of Arapahos.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.016 |
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".