{"id":"W4399749180","doi":"10.20944/preprints202406.0935.v1","title":"A Choreographic Approach to Golf Swing Dynamics: Bridging Biomechanics and Laban Movement Analysis","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Sports Dynamics and Biomechanics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta","funders":"","keywords":"Bridging (networking); Biomechanics; Movement (music); Swing; Dynamics (music); Computer science; Engineering; Physics; Mechanical engineering; Acoustics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008794517,0.000739764,0.0008757631,0.002115824,0.00009366682,0.0001885695,0.0006531115,0.0005019408,0.00005135843],"category_scores_gemma":[0.00002154477,0.0008063988,0.0005287041,0.002080352,0.000032872,0.00005571771,0.003364277,0.001171199,0.00009300374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005050688,"about_ca_system_score_gemma":0.00004664763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003417194,"about_ca_topic_score_gemma":0.0001594205,"domain_scores_codex":[0.996438,0.00002965415,0.0007662062,0.001600215,0.0004888655,0.0006771154],"domain_scores_gemma":[0.9979884,0.00001784508,0.0001246229,0.001426362,0.00009237947,0.0003503786],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001107501,0.0009281588,0.2000721,0.01231731,0.03564791,0.0003035696,0.007506137,0.5647035,0.07837042,0.05126721,0.0001498505,0.04862305],"study_design_scores_gemma":[0.0001146247,0.000008977864,0.008972503,0.0002156229,0.001146122,0.000005552193,0.0001804153,0.980204,0.001549388,0.006525215,0.000167004,0.0009105193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9575201,0.0006939071,0.03617573,0.0001288692,0.00110197,0.0008888356,0.0002544434,0.001023105,0.00221307],"genre_scores_gemma":[0.9963418,0.0006299916,0.001818066,0.00008834856,0.0001296034,0.0002468303,0.0003889264,0.0001703915,0.0001860333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4155006,"threshold_uncertainty_score":0.9994387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03282147088444348,"score_gpt":0.2642269254935501,"score_spread":0.2314054546091067,"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."}}