A GIS Analysis of Intra-Site Spatial Patterning at the Early Paleoindian Mt. Albion West Site (AhGw-131)
Bibliographic record
Abstract
The Mt. Albion West (AhGw-131) Early Paleoindian site is one of only a handful of Late Pleistocene sites in Ontario. Excavated by Archaeological Services Inc. (ASI) between 1998 and 2004, the site is situated adjacent to the Red Hill valley on the Niagara Escarpment in Hamilton, Ontario. The project yielded detailed analyses concerning the tools and debitage recovered from the four discrete artifact concentration areas at this site in addition to a brief assessment of potentially significant intra-site patterning within one locus. In this paper, the four activity areas from Mt. Albion West are analyzed using Geographic Information Systems (GIS) to investigate these spatial relationships with an eye toward interpreting the duration and frequency of the site’s occupation(s) as well as its function(s) within the broader Gainey settlement system.
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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 | 0.003 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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".