Bibliographic record
Abstract
Football BustIt is a great pleasure this evening to convey on behalf of the University of Michigan our congratulations to the Michigan Football Team, for your Big Ten Championship.This was an incredible season... Starting off with spectacular, if frustrating, efforts against Notre Dame and Miami, now the number 1 and number 2 teams in the nation... Bouncing back to win the Big Ten championship in the face of injury after injury...And what can I say about your game down in Columbus... that gutsy performance late in the fourth quarter is what Michigan football is all about!!!And now the Rose Bowl!!!Return to Pasadena... May amuse you to know that Bo and I came to Michigan the same year...in 1969... Bo came from Ohio...I came from Pasadena... Actually, I thought at first there must have been some confusion... and our roles were accidently switched...I was supposed to be football coach...and Bo was supposed to be a professor of nuclear engineering!After all, what school has played more games in the Rose Bowl than any
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.147 | 0.136 |
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".