Ouachita's Division of Music to present Chamber Winds in concert Nov. 18
Bibliographic record
Abstract
Ouachita Baptist University’s Division of Music will present its Chamber Winds fall concert Thursday, Nov.18, at 7:30 p.m. in the McBeth Recital Hall. The concert is open to the public and free of charge.\n“I am looking forward to hearing our students perform a variety of fun and interesting music on stage for an audience again after a long hiatus due to COVID-19,” said Dr. Caroline Taylor, professor of music at Ouachita and concert conductor. “I hope that audiences will have a renewed appreciation for the importance of listening to live music and an appreciation for the opportunity to hear our music students perform.”\nThe Ouachita Saxophone Quintet will open the program with “The British Grenadiers,” a traditional British and Canadian military marching song arranged by James Christensen; “Fast Walk” by Daniel Dorff; and “When I’m Sixty-Four,” written by Paul McCartney and John Lennon and arranged by Ramon Ricker. The Flute Quartet will follow with a performance of “Largo” and “Vivace” from Concerto for Four Flutes, TWV 40:201 by G.P. Telemann and “Trepak (Russian Dance)” from Pyotr Tchaikovsky’s Nutcracker Suite.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.000 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.581 | 0.243 |
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 source (direct Gemma or distilled Codex), 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".