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 volume presents the results of a collaborative project with the Huu-ay-aht First Nation, a Nuu-chah-nulth group near Bamfield on Vancouver Island’s west coast. It reviews ethnographic and ethnohistoric data on Huu-ay-aht territory and provides detailed descriptions and analysis of excavated materials from the site of Huu7ii, an ancient Huu-ay-aht village with an occupation span of nearly 5,000 years. The major focus is on the excavation of one very large house, argued to be a chiefly residence. Appendices present specific contributions to the research by Gay Frederick (vertebrate faunal analysis), Iain McKechnie (fish remains from the column samples), Ursula Arndt and Dongya Yang (aDNA of cetacean remains), Ian Sumpter (invertebrate faunal analysis), Beth Weathers (paleoethnobotany), and Marlow Pellatt (paleoecology and the pollen record). The results make a significant contribution to our knowledge of the Nuu-chah-nulth past and to household archaeology on the Northwest Coast.
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 | 0.001 | 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 | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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