MUS PRC-A Applied Percussion Kuo Spring 2024
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
Prerequisite: consent of instructor. Students earn one-half course credit for weekly 60-minute lessons or one- quarter course credit for weekly 30-minute lessons per semester. (After completion of the sophomore proficiency examination and advancement into the B.M. degree program, junior and senior performance majors earn one course credit in the primary instrument.) Permission of the instructor is required for liberal arts students to enroll in applied lessons. Degree-seeking students may not take applied music courses on an audit basis. Ordinarily, students in the School of Music may earn no more than one course credit in applied music each semester. Additional fees are charged for individual applied lessons, applied music classes and dance classes. Music majors are not required to pay fees for private lessons or applied music classes, except for courses taken beyond the credit required for the specific degree program. Students pay additional fees for piano accompanists.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it