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
<JATS1:p>Hits and Misses examines a selection of songs and recordings through the lens of textual criticism and delineates the creative process as it unfolds from the initial conception of a song to the final mix presented on disc. The book takes as its subject top 40 singles released between 1963 and 1971 in the USA, Britain, and Canada, and considers the songs themselves and their transformation in the studio. Robert Toft studies the methods by which recordists (songwriters, arrangers, band members, producers, and engineers) impart their ideas to audiences.</JATS1:p> <JATS1:p>The first part of the book concentrates on songs and examines lyrics and the strategies songwriters employ to develop a story, as well as the music that enhances the telling of those stories. The second part of the book investigates the sonic surface of recordings and considers how recordists fashion musical material into effective musical discourse. Hits and Misses will be an invaluable text for all those who are studying the sound, craft, and context of pop music.</JATS1:p>
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 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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