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
Abstract Born in obscurity and destined to lie in an unmarked grave, Pontiac nonetheless became one of the most famous Indians in the history of North America, though much of his fame was owed to white men writing about him long after his death. A war chief of the Ottawa tribe who inhabited the eastern half of Michigan and parts of Ohio and Ontario, Pontiac fought alongside the French in their wars with Britain between 1744 and 1763. The Ottawa, like most of the Great Lakes Indian tribes, had close relations with the French through the fur trade. David Dixon, author of a study of Pontiac's uprising, believes that it is “entirely possible” that Pontiac led Ottawa warriors in the French and Indian ambush of Braddock's column on the Monongahela in 1755 (Dixon 2006: 62). He was one of the many Western Indian leaders who believed that the war was not over in 1763 but that the French would return to battle on to victory.
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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.031 | 0.002 |
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