Darkened Skies and Sparkling Grasses: The Potential Impact of the Mazama Ash Fall on the Northwestern Plains
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
AbstractMazama ash has long served as an important chronostratigraphic marker for archaeologists working on the northwestern Plains. Despite its thickness and widespread distribution, few archaeologists have examined the potential impact of the ash fall on the plant, animal, and human communities of the area. To some extent, the failure to explore the consequences of this natural disaster reflects the paucity of historical documentation and the lack of current research on the impacts of volcanic eruptions on human communities. The 1980 eruption of Mount St Helens has prompted a renewed interest in the study of volcanoes, including their impacts on climate, plants, animals, and humans. The potential impact of the. Mazama ash fall on the climate, ecology, and human populations of the northwestern Plains is explored in light of this current research.Keywords: Mazama ashvolcanoesarchaeologyclimatedisasters
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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