Bibliographic record
Abstract
This brilliant quartet of German pianist, Achim Kaufmann; Canadian drummer, Dylan van der Schyff; Australian wind instrumentalist Jim Denley and Canadian trombonist Scott Thomson, was born out of the SoundOut festival's dedication to the creation of collaborative performances from all who attend. They were part of the 2020 line up, while the fires in around South Eastern Australia were still raging and before C19 hit - groupings like this, coming together from different continents, are now part of a pre-covid reality - maybe it will be some time before we see things like this again. Here we have four artists that embody the very essence of improvisational excellence, sensitivity, interplay, and deep listening on the international stage. From the moment this begins we are entranced by the delicate interplay, the sudden urges and vociferations, lines of ideas darting back and forth, and the deep palette of "Klangfarbe" employed by each artist that allows them to become one living organism of sound, together in the moment. "Luciferase" refers to the light-emitting enzyme responsible for the bioluminescence in fireflies, and we are using this term and photo, as an analogy of this performance. With the light of the fireflys beginning their twilght-night "performance", rising to illuminate random patterns of light, so too the artists bring forth not-so random patterns of ideas to illucidate this superb embodied intersubjective music. Achim Kaufmann: Piano Dylan van der Schyff: drums Jim Denley: alto saxophone Scott Thomson: trombonereleased March 22, 2021 Recorded by Kimmo Venonen in February 2020 at SoundOut 2020. Mixed and edited by Jim Denley. Produced by Richard Johnson @SoundOut Cover design by Richard Johnson Photograph of fireflys in a forest by the brilliant Australian photographer Steve Axford
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.179 | 0.123 |
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".