An examination of Late Plains period occupations as seen from FbNp-1
Bibliographic record
Abstract
FbNp-1 (formerly Tipperary Creek) is a habitation site located in Wanuskewin Heritage Park, two miles north of Saskatoon, Saskatchewan. Excavations conducted over the course of three consecutive summers from 1985 - 1987 revealed the presence of 15 cultural levels, all of which belong to the Late Plains Period. These cultural levels show 2,000 years of repeated occupation at the site. This repeated use of the site has produced projectile points from multiple levels of Late Plains Period occupations, particularly Old Women's and Mortlach, which provides an opportunity to examine new projectile point classification systems as well as approaches used in producing these typologies. In addition to the projectile points, pottery excavated from this site provides insight into some of the recent debates regarding Late Plains Period pottery typology. Overall, FbNp-1 serves as a link between earlier occupations within Wanuskewin Heritage Park and modern First Nations populations.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".