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
Irma Collins’s Dictionary of Music Education is more than just a lexicon. It is a journey through time and the story of the evolution of music education, including entries on notable individuals, crucial terms, important events, and key organizations—a broad survey of the field. Collins includes information about a variety of English-speaking countries such as the United States, the United Kingdom, Canada, and Australia, emphasizing the impact music education researchers and organizations have had on one another across the globe. Biographical entries profile musicians and music educators who were among the founders or first implementers of significant pedagogical tools and methods. Terms include standard concepts in the field of music education. Event and organization entries are those crucial to the advancement of music education regionally, nationally, and internationally. Dictionary of Music Education also includes a timeline, cross-references, and a significant bibliography. This work will interest anyone involved in the field of music education, from students and faculty to administrators and private instructors.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.046 | 0.001 |
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