Ice Patches and Obsidian Quarries: Integrating Research Through Collaborative Archaeology in Tahltan Territory
Bibliographic record
Abstract
This article presents the results of archaeological survey of ice patches in the vicinity of the vast obsidian quarries and artifact scatters found near Goat Mountain and the Kitsu Plateau in Mount Edziza Provincial Park, Tahltan Territory. During the survey, over 50 perishable artifacts were found, including stitched birch bark containers, wooden walking staffs, carved and beveled sticks, an atlatl dart foreshaft, and a stitched hide boot. Radiocarbon ages on 13 of the perishable artifacts reveal that they span the last 7000 years. These finds were made against a massive and stunning backdrop of scattered obsidian artifacts: bifaces, cores, flakes, and raw material nodules. This project collaborated with the Obsidian Discoveries Tahltan Tene Mehodihi Youth Group Hike and the “Our Ancestors’ Trail” museum exhibition. This collaboration resulted in connections between the archaeological results presented here, community learning, and artistic inspiration.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| 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".