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
In this wise, stimulating, and deeply personal book, an eminent jazz chronicler writes of his encounters with four great black musicians: Dizzy Gillespie, Clark Terry, Milt Hinton, and Nat "King" Cole. Equal parts memoir, oral history, and commentary, each of the main chapters is a minibiography, weaving together conversations Gene Lees had with the musicians and their families, friends, and associates over a period of several decades. Lees begins the book with an essay that tells of his introduction to the world of jazz and his reaction to racism in the United States when he emigrated from Canada in 1955. The underlying theme in his book is the impact racism had on the four musicians’ lives and careers and their determination to overcome it. As Lees writes, No white person can even begin to understand the black experience in the United States. . . . All [of the four jazz makers] are men who had every reason to embrace bitternessand didn’t.”
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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