Bibliographic record
Abstract
Nearly everyone seems to agree that there is a Southwest. But its location differs considerably according to the authority cited.2 Few would seem to agree that the collegiate athletic conference of that name is in the Southwest at all. " Our" Southwest (see map) is a dry land where there has been a blending of Indian, Hispanic, and Anglo cultures. Hence it extends from the eastern face of the Peninsular Ranges (in southern California) to the Great Plains. It stretches northward from the Mexican border-but how far? In the northeastern quadrant physiography is important-the Southwest abuts against the Southern Rocky Mountains (specifically the San Juan and the Sangre de Cristo). Farther west it includes the southern portion of the Colorado Plateaus, perhaps encompassing the Canyonlands. Probably the sou thern peri phery of the Mormon Country is a logical northern boundary. Somewhere near the northwestern edge (but included within our Southwest) is Las Vegas.
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How this classification was reachedexpand
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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; both teacher heads agree on what is shown here.
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".