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
[Page] 2 Mesonet at SDState: A benefit to every South Dakotan[Page] 6 Governor’s Ag Ambassador — Glenn Muller[Page] 8 Precision agriculture cooperative agreement signed with University of Debrecen[Page] 10 Students experience international agriculture, culture in Vietnam, New Zealand [Page] 12 Legen-dairy! SDSU students claim national judging awards [Page] 13 SDSU Rodeo Team continues storied rodeo tradition at nationals [Page] 14 SDSU wheat breeders helping feed the world[Page] 20 SDSU drone holds promise for soil, leaf sampling[Page] 22 Don't be a fish out of water[Page] 24 A passion for academic advising[Page] 25 One takeaway from each field day[Page] 26 Plant disease monitoring helps South Dakota producers make smart decisions[Page] 28 Dedicated educators help South Dakota youth succeed nationally [Page] 30 Jackrabbits Now & Then
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 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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