Insight: US Attorney / Cuts to Higher Ed / Cellist Joseph Johnson / Sound Advice: Classical
Bibliographic record
Abstract
US Attorney - We'll talk about civil rights violations, hate crimes and other federal legal issues with Ben Wagner, US Attorney for the Eastern District of California, based in Sacramento. Cuts to Higher Ed - Under Gov. Jerry Brown's current budget proposal, public higher education is facing a cumulative budget reduction of at least $1.4 billion. Where will the cuts be made and how will they impact students and faculty? We'll talk about it with Robert Turnage, CSU Assistant Vice Cancellor for Budget; Kelly Ratliff, Associate Vice Chancellor for Budget Resources and Institutional Research at UC Davis; Nicole Anderson, Student Member of the CSU Board of Trustees and Kevin Wehr, President of the Capitol Chapter of the California Faculty Association and Associate Professor of Sociology at Sacramento State. Joseph Johnson - Joseph Johnson, principal cellist of the Milwaukee Symphony Orchestra and principal cellist-designate of the Toronto Symphony Orchestra, will be playing the Elgar cello concerto with the Sacramento Philharmonic this weekend. You'll meet him. Sound Advice: Classical - Classical music host Michael Frost joins us for our weekly music segment.
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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) | 0.000 | 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 | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.805 | 0.013 |
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".