{"id":"W4310055689","doi":"10.1080/14763141.2022.2148554","title":"Influence of expertise level on techniques of applying top and back spins in cue sports","year":2022,"lang":"en","type":"article","venue":"Sports Biomechanics","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"China Scholarship Council","keywords":"Kinematics; Spin (aerodynamics); Mathematics; Joint (building); Displacement (psychology); Spins; Angular velocity; Physics; Angular displacement; Upper body; Physical medicine and rehabilitation; Psychology; Geometry; Engineering; Medicine; Structural engineering; Classical mechanics; Condensed matter physics","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":[0.0002115708,0.0001283627,0.0003087307,0.0002883606,0.0000327496,0.000001674392,0.00005787288,0.00005895046,0.0001528946],"category_scores_gemma":[0.00001120491,0.0001188981,0.00004654177,0.0003369026,0.00003260102,0.00003897443,0.00008871828,0.0001223058,5.702352e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008081133,"about_ca_system_score_gemma":0.00006509026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001294981,"about_ca_topic_score_gemma":0.000003445107,"domain_scores_codex":[0.9988817,0.00001173988,0.0003566853,0.0002415066,0.0003579319,0.0001504194],"domain_scores_gemma":[0.9994526,0.00001052643,0.0001519661,0.0002946225,0.00003314441,0.0000571702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001539051,0.003031403,0.1320913,0.0007296149,0.0001017432,0.001577163,0.003341921,0.00008635593,0.4936722,0.003265412,0.0001708139,0.360393],"study_design_scores_gemma":[0.0008744473,0.001247834,0.0334087,0.0002927516,0.00006479196,0.0001258695,0.0006400827,0.00008772504,0.9598557,0.0007916777,0.002433991,0.0001764435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986013,0.0002125497,0.00003980399,0.00007716293,0.00004708103,0.0006187983,0.00003591505,0.00002445866,0.0003429537],"genre_scores_gemma":[0.9983563,0.0001463651,0.001049286,0.0001712195,0.00001062798,0.00009989236,0.00002032246,0.00001589321,0.0001301391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4661835,"threshold_uncertainty_score":0.4848525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02876333182452017,"score_gpt":0.3006739609783196,"score_spread":0.2719106291537994,"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."}}