THECLA Y PIPE ASSEMBLAGE FROM AN 18TH- AND 19TH- CENTURY ABORIGINAL CONSUMER SITE IN THE UPPER MID-CONTINENT
Bibliographic record
Abstract
Four years of excavations at the multi-component Ballynacree site (DkKp-8), located at the mouth of the Winnipeg River in northwestern Ontario, uncovered a large number of fur trade artifacts spanning virtually the entire period from initial French contact to the end of the fur trade era in the late 19th century. The clay pipe assemblage serves as · an example of some unusual aspects of a major aboriginal village site, as. opposed to a fur trade post site,. as the quantities, time ranges, and types of pipes are at variance with those expected from such a site. Quatre annees de fouilles effectuees au site Ballynacree (DkKp-8), complexe situe a l'embrouchure de la riviere Winnipeg dans le Nord-Ouest de ['Ontario, ont mis au jour un grand nombre d'artefacts relies a la traite des fourrures a partir des premiers contacts avec les Franr;ais jusqu'a la fin de ce type de commerce dans les dernieres annees du XIXe siecle. L'assemblage de pipes en argile constitue un exemple de certains aspects inhabituels d'un grand site de village aborigene, par opposition a un site de poste de traite des fourrures, parce que les quantites, les intervalles de temps et les genres de pipes different de ceuX attendus d'un tel 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 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) | 0.005 | 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".