Bibliographic record
Abstract
Chuck Eddy is one of the most entertaining, idiosyncratic, influential, and prolific music critics of the past three decades. His byline has appeared everywhere from the Village Voice and Rolling Stone to Creem , Spin ,and Vibe . Eddy is a consistently incisive journalist, unafraid to explore and defend genres that other critics look down on or ignore. His interviews with subjects ranging from the Beastie Boys, the Pet Shop Boys, Robert Plant, and Teena Marie to the Flaming Lips, AC/DC, and Eminem’s grandmother are unforgettable. His review of a 1985 Aerosmith album reportedly inspired the producer Rick Rubin to pair the rockers with Run DMC. In the eighties, Eddy was one of the first critics to widely cover indie rock, and he has since brought his signature hyper-caffeinated, hyper-hyphenated style to bear on heavy metal, hip-hop, country—you name it. Rock and Roll Always Forgets features the best, most provocative reviews, interviews, columns, and essays written by this singular critic. Essential reading for music scholars and fans, it may well be the definitive time-capsule comment on pop music at the turn of the twenty-first century.
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.
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.008 | 0.014 |
| Scholarly communication | 0.010 | 0.007 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".