Bibliographic record
Abstract
Thomas King and Helen Hoy to visit UAS -- Farewell Robert Boochever -- Hill travels to the Yukon-Kuskokwim delta -- Edible Book Contest- Banned Books Week -- UAS Receives Prestigious GIS Award -- Zachary Jones Publishes Article -- Call for Papers -- Construction Update -- Dan Monteith is presenting on the Tlingits’ Struggle -- Campus Halloween is FRIDAY, October 28!! -- Remembering Dr. William Russell Jones -- Library Open House -- Geological Society of America’s annual national meeting -- Cooperative Effort Creates Conversational Deg Xinag class by e-Learning -- JIRP -- Maier attended the 46th Annual Western Literature Association Conference -- King Visit a Success -- 2011 Alaska Cell of the Friends of the Pleistocene and UAS Geology 493 Quaternary -- Mitchell presented at the Feminism(s) and Rhetoric(s) conference -- Anderson Building Open House -- Board of Regents Reception -- George attended the Weatherization Thought Leaders Summit -- Stell Accepts the Edith R. Bullock Prize for Excellence
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.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.622 | 0.417 |
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; the direct Gemma label and the distilled Codex classifier 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".