{"id":"W3209168965","doi":"","title":"Limb velocity variability impacts optimal sound production in marimba performance","year":2021,"lang":"en","type":"article","venue":"Journal of Exercise, Movement, and Sport (SCAPPS refereed abstracts repository)","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mallet; Kinematics; Context (archaeology); Elbow; Movement (music); Position (finance); Computer science; Simulation; Acoustics; Engineering; Geology; Physics; Anatomy; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001338017,0.0002590661,0.0005919784,0.0002347845,0.0002996288,0.00016972,0.0004300031,0.0002170353,0.000007347062],"category_scores_gemma":[0.0001355583,0.0002212959,0.0001216942,0.0003969352,0.0001289072,0.0009918945,0.0002302472,0.0006631449,0.00000151765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00016677,"about_ca_system_score_gemma":0.000285569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004005498,"about_ca_topic_score_gemma":0.00002966847,"domain_scores_codex":[0.997497,0.00004240743,0.001095109,0.0004862802,0.0004851322,0.0003941372],"domain_scores_gemma":[0.9980166,0.00004705395,0.000766627,0.0005559803,0.0004518538,0.0001618624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001119365,0.003412553,0.9123357,0.001085594,0.0005293991,0.002751283,0.006255768,0.002086199,0.02209339,0.003766321,0.003095016,0.0414694],"study_design_scores_gemma":[0.0006367327,0.0002426438,0.9720347,0.0002583724,0.00004605859,0.0003290529,0.0003077465,0.0002187742,0.02282008,0.001994713,0.000832337,0.0002787747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947205,0.000885192,0.0005332781,0.0003801983,0.00110133,0.0001760016,7.716667e-7,0.00004225977,0.002160466],"genre_scores_gemma":[0.9926652,0.001744708,0.004750035,0.00007195554,0.0001751378,0.000006637116,0.00000147899,0.000009734363,0.0005750735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.059699,"threshold_uncertainty_score":0.9024184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270308856019919,"score_gpt":0.2312554908427709,"score_spread":0.2185524022825717,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}