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
Released in September 1982, the album Signals by Canadian band Rush marked a dramatic musical shift for the band away from the hard rock and progressive rock styles that had earned them success during the 1970s to the pop styles of the early 1980s. Signals took fans and music critics by surprise at the time of its release and was also responsible in part for Rush’s decision to part company with long-term producer Terry Brown given his apparent ambivalence about the new musical direction suggested by the album. This article offers a critical reappraisal of Signals and its place in Rush’s musical legacy. Thus, it is argued, in an era when the heavy and progressive rock styles on which Rush had based much of their musical output up to that point became temporarily unfashionable, Signals provided Rush with a renewed level of artistic currency as a band able to re-invent itself in a way that was relatively unique among heavy and progressive rock artists at the time.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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