Natural disasters and interregional interactions: La Longue Durée in Northern Plains historical developments
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
Some 6730 radiocarbon years ago, the Plinian eruption of Mount Mazama prompted dispersed bison hunting groups to temporarily abandon their traditional homelands and seek refuge among their distant relatives in the east. During their stay, they established new social ties and learned new technologies such as stone boiling. Returning to their homeland, they adapted this technology to extract bone grease and produce pemmican. This reliable, storable, portable, and nutritious foodstuff provided security for the Northern Plains groups and gave them a valuable trade good to exchange with their eastern neighbors. This natural disaster thus initiated a series of practices to maintain and expand their social safety net through interregional interactions with groups over a very long time. From the exchange of goods and information to the development of extensive trade centers, the bison hunters and their neighbors established an ever-expanding trade network where regional economic, social, ritual and historical practices evolved in tandem with local developments.
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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 | 0.000 | 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 | 0.002 |
| 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 it