Palaeo-Eskimo Novice Flintknapping in the Eastern Canadian Arctic
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
AbstractAbstractData from two inland Palaeo-Eskimo sites on southern Baffin Island are evidence for novice flintknapping. The interior of the island boasts a rich and reliable supply of lithic raw material, and the two sites were occupied during the Artic warm season when access to it was unrestricted. The use of a direct procurement strategy to acquire the material at this time of year from such a localized source suggests that acquisition activities were structured as part of the seasonal resource exploitation strategies of the Palaeo-Eskimos on southern Baffin Island. The incidence of novice flintknapping appears to be directly linked to this procurement. By drawing on data from published replicative studies and archaeological remains, socially meaningful patterns of idiosyncratic assemblage variability can be identified, providing greater insights into the social components of lithic tool production and skill apprenticeship.
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 | 0.002 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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