CARBON AND NITROGEN ISOTOPES IN ARCHEOLOGICAL BISON REMAINS AS INDICATORS OF PALEOENVIRONMENTAL CHANGE IN SOUTHERN ALBERTA
Bibliographic record
Abstract
Between 1995 and 1997, archeological excavations in northwest Calgary, Alberta, uncovered cultural materials from several occupations dating back 8,500 years. Samples of bison bone recovered at the sites were chemically prepared and analyzed for isotopic ratios. Using the resultant carbon and nitrogen isotope ratios, we reconstructed the diet of bison from four different cultural occupations spanning the last 8,500 years. Based on current and established models of bison subsistence behavior, this dietary information was used to infer large-scale environmental changes during this time interval in our study area. The inferred changes in vegetation and climate were compared with paleoenvironmental reconstructions for the study area specifically and with models of post-Pleistocene environmental change for the Northern Great Plains generally. Our results suggest that changes in the diet of bison in southern Alberta coincide with broader environmental changes reported for the Holocene and appear to reflect the adaptability of this species.
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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 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".