Feature Story: Classical composers come to life in professor’s debut album
Bibliographic record
Abstract
Praised for her “sensitive and passionate artistic interpretation,” Dr. Christine Vanderkooy performs extensively as a solo pianist and collaborative artist. Her album, Schubert and Schumann, is receiving positive reviews and airplay on radio stations across North America, with one of her pieces airing recently on the CBC Radio network. Thanks to recent funding from Creative Saskatchewan, Dr. Vanderkooy has been able to find the means to promote her album. It’s available for purchase at christinevanderkooy.com and at the University of Regina Bookstore. Dr. Vanderkooy completed a Master of Music degree as well as a Doctor of Music at McGill University. She’s been teaching at the University of Regina since 2007. Dr. Vanderkooy is on sabbatical until the fall of 2016. We caught up with her to talk about her album, her love of Schubert and Schumann and the immense opportunities that await U of R music students.
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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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.004 |
| Insufficient payload (model declined to judge) | 0.194 | 0.060 |
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".