{"id":"W2133772087","doi":"10.1007/s12283-008-0009-9","title":"Predictors of scoring accuracy: ice hockey wrist shot mechanics","year":2008,"lang":"en","type":"article","venue":"Sports Engineering","topic":"Sports Dynamics and Biomechanics","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Ice hockey; Wrist; Shot (pellet); Engineering; Physical medicine and rehabilitation; Medicine; Materials science; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001545994,0.0002959684,0.0003449498,0.0002481848,0.00004879912,0.00001191524,0.0002249882,0.0001467552,0.00005377932],"category_scores_gemma":[0.00003075821,0.000322911,0.0001223538,0.0004245237,0.00001322135,0.0001781906,0.00005641352,0.0002413505,0.000003988653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008977289,"about_ca_system_score_gemma":0.00003039422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001480041,"about_ca_topic_score_gemma":0.000003406566,"domain_scores_codex":[0.9984927,0.00000204579,0.0004765121,0.0002411663,0.0003646842,0.0004229461],"domain_scores_gemma":[0.9992976,0.00002705039,0.0000742036,0.0003999734,0.00005421103,0.0001469557],"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":[0.00002184995,0.00007810243,0.01021803,0.0005806924,0.0002311944,0.0004782153,0.0007504776,0.8980064,0.08322233,0.003601705,0.0004215097,0.002389534],"study_design_scores_gemma":[0.0003925979,0.0000438844,0.01178482,0.000228249,0.00006205743,0.0002080884,0.00007263372,0.9548457,0.02530571,0.00006128861,0.00616746,0.0008275238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624334,0.0004864963,0.03360846,0.000005026254,0.002039477,0.0001800871,0.00002331455,0.0007708336,0.0004528963],"genre_scores_gemma":[0.9969734,0.0006877787,0.00195599,0.000005750176,0.0001958906,0.00001194425,0.00002776533,0.0001037631,0.00003770397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05791662,"threshold_uncertainty_score":0.9999223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008631836480687846,"score_gpt":0.1791823118066618,"score_spread":0.1705504753259739,"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."}}