{"id":"W1983908679","doi":"10.1016/j.proeng.2010.04.044","title":"Vibration at the wrist and elbow joints during the golf swing reveals shaft-specific swing kinematics","year":2010,"lang":"en","type":"article","venue":"Procedia Engineering","topic":"Sports Dynamics and Biomechanics","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Health Research Board","keywords":"Swing; Kinematics; Vibration; Torque; Structural engineering; Engineering; Elbow; Noise (video); Computer science; Physics; Mechanical engineering; Acoustics; Medicine; Anatomy","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":[],"consensus_categories":[],"category_scores_codex":[0.0003330364,0.0002521026,0.0001852367,0.00008697225,0.0002371818,0.0001677921,0.0002147464,0.0001148285,0.00003370515],"category_scores_gemma":[0.00006568817,0.000175623,0.00005591028,0.0002578666,0.0000252455,0.0001736782,0.0001210819,0.0004540061,0.0000131264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000708399,"about_ca_system_score_gemma":0.000006706658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002142126,"about_ca_topic_score_gemma":0.00002042514,"domain_scores_codex":[0.9988689,0.000004184265,0.0003281931,0.0002169034,0.000216255,0.0003655259],"domain_scores_gemma":[0.9994126,0.00008120521,0.00005315431,0.000334425,0.00003713825,0.00008149905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004890789,0.000007696262,0.0008077884,0.0004358167,0.00004609292,0.000008352787,0.0008625794,0.03190927,0.9633455,0.00117645,0.0001356851,0.00125991],"study_design_scores_gemma":[0.0002917917,0.00001008394,0.02225288,0.0001317795,0.00003588137,0.0001621939,0.0001460137,0.943785,0.02949992,0.0001882397,0.002960577,0.0005356634],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990843,0.0005643727,0.00666736,0.0001516581,0.0009590817,0.0003061835,0.000007800205,0.0003471175,0.0001534281],"genre_scores_gemma":[0.9969375,0.0002560866,0.002112149,0.00002130693,0.0004546186,0.00004718721,0.000008439962,0.00008055326,0.00008219479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9338455,"threshold_uncertainty_score":0.7161699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003269599457322747,"score_gpt":0.1607972538830274,"score_spread":0.1575276544257047,"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."}}