{"id":"W2892298501","doi":"10.1136/bjsports-2018-099349","title":"Analysis of water polo injuries during 8904 player matches at FINA World Championships and Olympic games to make the sport safer","year":2018,"lang":"en","type":"article","venue":"British Journal of Sports Medicine","topic":"Sports injuries and prevention","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster University Medical Centre","funders":"","keywords":"Water polo; Medicine; Incidence (geometry); Physical therapy; Concussion; Trunk; Athletes; Injury prevention; Poison control; Medical emergency","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00138873,0.0001899875,0.0009570997,0.0007076312,0.0002017284,0.00001765119,0.0001286505,0.00007757195,0.002951626],"category_scores_gemma":[0.00008276582,0.0001204923,0.0002129677,0.0006259258,0.0005149707,0.00008340143,0.00009467953,0.0002596328,0.000002613524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005719234,"about_ca_system_score_gemma":0.00004559942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002286068,"about_ca_topic_score_gemma":0.0003765564,"domain_scores_codex":[0.9976048,0.0000225741,0.001121828,0.0002287888,0.0007119301,0.0003101144],"domain_scores_gemma":[0.9985892,0.00003814692,0.0004772361,0.0002901825,0.000353293,0.000251985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001759464,0.0001092083,0.9270775,0.0001644618,0.001212087,0.001378697,0.004087067,0.000006079711,0.00181536,0.00004879807,0.004997156,0.05734418],"study_design_scores_gemma":[0.0009815622,0.0002818774,0.9748045,0.002306754,0.002043837,0.002431159,0.0009268898,0.000002178842,0.004352254,0.0001395846,0.01160195,0.0001274855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901056,0.003933214,0.00001702968,0.004564906,0.0004035532,0.0002123097,0.00001005491,0.00001229717,0.0007410566],"genre_scores_gemma":[0.9897435,0.001699489,0.0001455554,0.0007115111,0.0008883922,0.000003205171,0.0000244526,0.00002459949,0.006759292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05721669,"threshold_uncertainty_score":0.9979598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201997135057312,"score_gpt":0.2642539370683594,"score_spread":0.2522339657177862,"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."}}