Bibliographic record
Abstract
Over the course of his career as instrumentalist, composer, and arranger, Paulo Moura participated in, contributed to, and initiated some of the most influential movements of Brazilian popular music. His ability to perform at the highest level of proficiency in a wide range of styles and genres demonstrated the flexibility and scope of a professional urban musician; his commitment to creativity, transformation, and improvisation revealed the mind of an innovator, visionary, and master. In this eulogy, pianist Cliff Korman, one of Moura’s duo partners, considers elements of Moura’s artistic and aesthetic motivation, his commitment to improvisation as an underlying premise of popular music, and the path he forged to eventual mastery. In a look at their last presentation, accompanied by reference to supplementary video clips, Korman offers a descriptive analysis of their approach to preparation and performance and contemplates Moura’s evolving definition of improvisation.
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 | 0.010 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.030 | 0.053 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.002 | 0.014 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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".