Entangled with Antlers on the Iamal Peninsula of Arctic Siberia
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
Indigenous communities living in the Iamal-Nenets region of the Arctic Siberia incorporate reindeer antlers into various aspects of their lives, at times in remarkable ways. This is especially the case for Nenets herding families, who closely interact with domestic reindeer on a daily basis. Antlers for Nenets are not just raw materials for producing tools, but rather a part of their perceptions of time, clothing designs, gendered skills and spaces, and physical manifestations of pride. This article links current Nenets entanglements with antler to similar material practices on the Iamal Peninsula during the Iron Age. To accomplish this, we incorporate multi-generational Nenets knowledge into the analysis of modified and unmodified antler recovered during excavations of Iarte VI, an Iron Age archaeological site located on the tundra of the Iamal Peninsula. Our approach is founded upon direct engagement and collaboration with Nenets families from the Iamal region. Together, we focus on identification of reindeer age and sex through visual assessment of antler objects from Iarte VI. We also explore antler shapes and growth cycles, working qualities, and placement within and outside dwelling areas at the site. This collaborative approach sheds light on site seasonality, the ages and genders of the inhabitants of Iarte VI, and several longstanding continuities in antler practices.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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