{"id":"W3162961341","doi":"10.1080/14763141.2021.1922740","title":"Brain trauma characteristics for lightweight and heavyweight fighters in professional mixed martial arts","year":2021,"lang":"en","type":"article","venue":"Sports Biomechanics","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Martial arts; Head (geology); Brain trauma; Head trauma; Magnitude (astronomy); Elbow; Physical medicine and rehabilitation; Psychology; Medicine; Physical therapy; Traumatic brain injury; Surgery; Physics; History; Geology; Psychiatry","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":[0.0004125866,0.0003195015,0.0006078913,0.0003200858,0.000154101,0.00004006462,0.00008465488,0.0003170702,0.0004700931],"category_scores_gemma":[0.0000834997,0.0002897062,0.0001556359,0.000372132,0.0000531647,0.0001179571,0.0001020811,0.0002563992,0.0000115759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103172,"about_ca_system_score_gemma":0.0002502885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002444775,"about_ca_topic_score_gemma":0.00002080901,"domain_scores_codex":[0.9977793,0.00003728555,0.0006192877,0.0006554624,0.0003795938,0.000529037],"domain_scores_gemma":[0.9989173,0.00007924292,0.0001857468,0.000361905,0.0001946249,0.0002611653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003941468,0.004543537,0.004301109,0.002555361,0.0004458366,0.006020228,0.00322592,1.089151e-7,0.483142,0.09566579,0.07213274,0.3240259],"study_design_scores_gemma":[0.008162363,0.001466635,0.02686841,0.00125556,0.0003139868,0.000584816,0.0006303711,0.004239946,0.4159795,0.01778566,0.5213983,0.001314434],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856209,0.0003701208,0.002391131,0.006230204,0.003630591,0.001082726,0.0002956344,0.0001113523,0.0002673252],"genre_scores_gemma":[0.9826316,0.0001392427,0.003619648,0.002822242,0.0006154988,0.0001081145,0.001197821,0.00009145925,0.008774377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4492655,"threshold_uncertainty_score":0.9999555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176335438826247,"score_gpt":0.2799852332516722,"score_spread":0.2623516893690475,"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."}}