MARIMBISTAS Y MARIMBEROS: ACERCAMIENTO A LA PRÁCTICA MUSICAL DE LA MARIMBA EN SAN ANTONIO DE ESCAZÚ
Bibliographic record
Abstract
La práctica musical de la marimba en San Antonio de Escazú, San José, Costa Rica, es abordada desde un punto de vista descriptivo con el objetivo de comprender varios elementos relacionados con el proceso de aprendizaje de la ejecución y construcción de marimbas en dicha zona socio-geográfica. Otros elementos tomados en cuenta son: la influencia del ambiente familiar, el proceso de profesionalización, los contextos sociales relacionados con la práctica, su connotación actual y futura desde la perspectiva de los entrevistados, el repertorio musical, el proceso de construcción del instrumento y los diferentes tipos de marimbas confeccionadas en San Antonio. Por último, se ofrece un modesto inventario de los marimberos y marimbistas más conocidos en la zona, tanto en el presente como en el pasado, y de los tipos de marimba ejecutados en la zona
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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".