Consequences of the Human Animal Relationship: Pathologies of Sled Dogs in the Circumpolar North
Bibliographic record
Abstract
Pathologies are rarely studied in sled dogs of the circumpolar North, even though lesions on their remains can give many insights to the relationship between Indigenous peoples and domestic dogs such as subsistence and mobility patterns. Some of the more commonly discussed conditions include spondylosis deformans, fractures, and dental trauma. However, it should be noted that these conditions are still fairly uncommon in the general literature. In sled dogs, spondylosis deformans stems from osteophyte formation on the vertebrae due to the degradation of the annulus fibrosus in the intervertebral disk. Fractures develop from human disciplinary action, bite wounds, or kicks from draught animals. Finally, dental trauma typically presents as intentional tooth removal or enamel hypoplasia. Pathology studies in dogs are uncommon due to a lack of comparative modern pathological collections, and due to a lack of recording in assemblages. Future research could develop the literature by examining collections from Yamal, Siberia.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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; a candidate call from one teacher head, 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".