Chronology of colluvial apron deposition within Canada del Buey, Pajarito Plateau, New Mexico
Bibliographic record
Abstract
This investigation uses optically stimulated luminescence (OSL) dating to examine the chronology of colluvial apron development and to help constrain long-term process rates within the mesa and canyon systems of the Pajarito Plateau in north-central New Mexico. In addition to ages, the OSL data provide insight into the dynamic interactions of surface processes within the mesa and canyon systems. Our results can be interpreted to suggest that foot-slope deposits within Canada del Buey represent a complex interplay of depositional processes in which eolian inputs from outside of the Pajarito Plateau play a role. Depositional ages, both on the mesa top and in foot slopes, record episodic inputs to the system in the late Pleistocene, middle Holocene, and late Holocene. These periods correlate well to eolian activity and significant climatic events in the Southern Plains and desert Southwest.
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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 | 0.000 |
| 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) | 0.001 | 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 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".