{"id":"W3121202322","doi":"10.1080/00913847.2021.1881414","title":"Evaluation of the early weigh-in policy for mixed martial arts events adopted by North American athletic commissions","year":2021,"lang":"en","type":"article","venue":"The Physician and Sportsmedicine","topic":"Thermoregulation and physiological responses","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Canadian Armed Forces; University of Calgary","funders":"","keywords":"Overweight; Athletes; Martial arts; Demography; Medicine; Physical therapy; Body mass index; Geography; Internal medicine; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01041498,0.0002842205,0.0003321762,0.001319478,0.00086394,0.001385457,0.001276124,0.0007865619,0.001840613],"category_scores_gemma":[0.02736795,0.0003188165,0.0004476119,0.0009183209,0.000366382,0.000883125,0.001013536,0.0008612042,0.0002685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002193892,"about_ca_system_score_gemma":0.00556182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02151634,"about_ca_topic_score_gemma":0.04898305,"domain_scores_codex":[0.994714,0.001810474,0.0004876097,0.000411527,0.001919625,0.0006567071],"domain_scores_gemma":[0.9780317,0.002972931,0.01134749,0.000697325,0.003531998,0.003418609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002057948,0.0006159403,0.9700195,0.00009472624,0.00006835673,0.00003539111,0.0003935611,0.0002115666,0.0001720654,0.00007921764,0.001130045,0.02697393],"study_design_scores_gemma":[0.000006778325,0.0003392861,0.9976336,0.00006746026,0.00001446056,0.00001463256,0.0008891746,0.0002600665,0.00009654108,0.00001682986,0.0006559874,0.000005163632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945349,0.0002855705,0.000455688,0.001262072,0.00009451403,0.0002678609,0.0006548298,0.00003073843,0.002413844],"genre_scores_gemma":[0.9963343,0.0002701009,0.001355391,0.0002316252,0.00006826968,0.0002411886,0.0006460994,0.000008453442,0.0008445797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02151634,"threshold_uncertainty_score":0.05508029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165227608327741,"score_gpt":0.3250086408647747,"score_spread":0.2933563647814973,"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."}}