A Pilot Study on the Efficacy of Line-of-Sight Gestural Compensation While Conducting Music
Why this work is in the frame
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Bibliographic record
Abstract
Music ensemble playing relies heavily on a conductor's gestural cues. Visibility of those cues varies within the ensemble, so conductors typically use compensation strategies selectively to improve the clarity of their gestures for different players. Currently, there are no quantitative studies evaluating the efficacy of such compensatory strategies. The present pilot study examined the effectiveness of one typical strategy, namely, twisting or turning to address different sections of an ensemble. The method used three-dimensional motion capture and biomechanical modeling to quantify line-of-sight visibility of the conductor from the viewpoint of ensemble players. Results established a visually advantaged quadrant within the ensemble. They further showed that optimizing visual communication may require less turning than commonly believed.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it