Ancient mitochondrial DNA extraction from Bison bison long bones from Head-Smashed-In Buffalo Jump, UNESCO World Heritage site
Bibliographic record
Abstract
Head-Smashed-In Buffalo Jump (HSIBJ) is a UNESCO World Heritage Site located on the southern end of the Porcupine Hills, near Fort Macleod, Alberta, Canada. Using a system of drive lanes, Indigenous groups drove herds of bison over the cliff edge for thousands of years. The well-stratified deposits at the base of the cliff offer a unique opportunity to investigate the genetic diversity of the American bison before European contact and their genetic bottleneck in the 19th century. We extracted ancient DNA from twenty-one bison long bones, amplified and sequenced the mitochondrial DNA control region. Comparisons between ancient and modern bison populations revealed novel haplotypes in the HSIBJ population, suggesting a loss of genetic diversity due to the bottleneck. Furthermore, we discovered a shared haplotype between the bison hunted at the site and modern populations, which may help elucidate the complex history of living herds.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.001 |
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".