Ice Patches and Obsidian Quarries: Integrating Research Through Collaborative Archaeology in Tahltan Territory
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.003 |
| 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 it