AN INTEGRATIVE APPROACH TO THE STUDY OF BONE TOOL MANUFACTURE AND USE: THE CASE OF THE ST. LAWRENCE IROQUOIANS
Bibliographic record
Abstract
The McDonald, Droulers and Mailhot-Curran sites are part of the St. Anicet cluster of St. Lawrence Iroquoian villages, located in southern Quebec. After many years of archaeological excavations, the three sites have yielded large quantities of faunal remains, including numerous bone tools and manufacturing debris. The assemblages are currently being analysed as part of a new research project aiming at a better understanding of the exploitation of the faunal resources by the St. Lawrence Iroquoians. To attain this goal, an integrative approach was developed, combining the insights provided by a series of methods and techniques developed in the field of archaeological sciences (archaeometry), namely zooarchaeological, technological, functional (microwear), and biomolecular analyses. This paper presents the first results of these analyses.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.069 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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; both teacher heads agree on what is shown here.
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".