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
Keychange is a pioneering international initiative which transforms the future of music by encouraging festivals and music organisations to achieve representation of at least 50% women and gender-diverse individuals in their programming, staffing and beyond.Over 300 exceptional women and gender-diverse artists and industry professionals have been empowered through Keychange talent development programmes so far, covering 13 countries in Europe, Canada and the U.S., and Keychange Leaders is supporting a further 42 participants based in 25 countries.At Keychange, the aim is to accelerate change and create a better, more inclusive music industry for present and future generations.The initiative is led by Reeperbahn Festival (DE), Keychange ASBL (BE) and Musikcentrum st (SE) and we work in partnership with Tallinn Music Week, Oslo World, SACEM, Different Sounds Festival, Artist in Bloom, Music Export Poland, with support from FACTOR, SOCAN Foundation, PRS Foundation, Pro Helvetia and many others aligned with our mission.
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 | 0.011 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.008 | 0.006 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.005 | 0.006 |
| Research integrity | 0.002 | 0.009 |
| Insufficient payload (model declined to judge) | 0.002 | 0.010 |
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