Marvelling at the Ethnoverse: Intercultural Learning through Traditional Music
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
This chapter examines intercultural learning as it occurs at a series of music camps known as ‘Ethno’ gatherings. Data include post-hoc analysis of 114 interviews of participants conducted 2019-2021, and 14 interviews of Ethno organizers and artistic mentors conducted in spring 2021. Theoretically, the chapter is informed by Appadurai's (1990) concept of the ethnoscape, Appiah's (2010) writing on cosmopolitanism, and Allport's (1954) contact hypothesis (i.e., intergroup contact theory). Three themes are discussed: intergroup contact, artistic mentors, and culture as political. The chapter concludes that, despite their innumerable conceptual difficulties and contradictions, Ethno gatherings leave most participants with positive feelings about intercultural peace and harmony.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.003 |
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