Early prehistoric sties in Alberta and how they relate to Ahai Mneh (FiPp-33)
Bibliographic record
Abstract
A number of projectile points found in the basal cultural deposits at Ahai Mneh are representative of the Early Prehistoric period. In addition to confirming a cultural presence previously only tentatively identifi ed at this hilltop site near Wabamun Lake in central Alberta, these fi ndings add to our understanding of the range of the Agate Basin/Hell Gap phase, a period that is very poorly represented in Alberta archaeolog y. Further, two fragmentary specimens thatare basally concave and exhibit attempts at fl uting or basal thinning appear to be Early Prehistoric in origin; these bear some resemblance to stubby points of the little-known Sibbald phase, although they could also be representative of the later Lusk complex. While only the most tentative of identifi cations can presently be made, they serve as an indicator of multiple Early Prehistoric occupations at Ahai Mneh and highlight a key area of interest for future research at the site.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".