The Nebraska Transcript, Winter 2004 Vol. 37 No. 1
Bibliographic record
Abstract
2 Space and Telecom Law 7 Taking Shape: Construction Projects to Add Classrooms, Renovate Restrooms 13 What’s New in the CSO? 15 Assistant Dean Gloden Comes Back to the Good Life 17 Estop The Music 35 Giving and Receiving with Charitable Remainder Unitrusts 36 Hong First to Receive Outstanding International Alumnus Award 37 Fiala Finds That Preparation Pays In Classroom, Courtroom, Radio Booth 39 Hendry at Home in Classroom Dean’s Message ; 9 Donor Recognition ; 10 Award of Merit ; 11 Law Library Tales & Tables ; 18 Faculty Notes ; 21 Faculty News ; 23 Graduation ; 26 Family Tradition Ceremony ; 28 In Brief ; 34 Alumni Council Awards ; 41 AlumNotes ; 49 In Memoriam ; 51 Senior Transcript ; 76 Annual Donor Report
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 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 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 teacher head, 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".