A Lesson in Stone: Examining Patterns of Lithic Resource Use and Craft-learning in the Minas Basin Region of Nova Scotia
Bibliographic record
Abstract
Examining the Late Woodland (1500-450 BP) quarry/workshop site of Davidson Cove, located in the Minas Basin region of Nova Scotia, a sample of debitage and a collection of stone implements appear to provide correlates to the novice and raw material production practices. Many researchers have hypothesized that lithic materials discovered at multiple sites within the region originated from the outcrop at Davidson Cove, however, little information is available on lithic sourcing of the Minas Basin cherts. Considering the lack of archaeological knowledge concerning lithic procurement and production, patterns of resource use among the prehistoric indigenous populations in this region of Nova Scotia are established through the analysis of existing collections. By analysing the lithic materials quarried and initially reduced at the quarry/workshop with other contemporaneous assemblages from the region, an interpretation of craft-learning can be situated in the overall technological organization and subsistence strategy for the study area.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".