{"id":"W4213331223","doi":"10.21203/rs.3.rs-1367306/v1","title":"Substance Availability, Use, and Misuse in Ex-Professional Ice Hockey Enforcers","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Sports injuries and prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Ice hockey; Athletes; Opioid abuse; Substance use; Medicine; Medical prescription; Substance abuse; Stimulant; Stressor; Psychiatry; Psychology; Opioid; Physical therapy; Nursing","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":[0.0006325307,0.000168333,0.0003168532,0.0008671006,0.001481296,0.001018743,0.0003953226,0.0004149153,0.004177903],"category_scores_gemma":[0.001907615,0.000224615,0.0001956734,0.0006324711,0.0006073563,0.0004827727,0.000753262,0.0007612808,0.0003565729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006562177,"about_ca_system_score_gemma":0.0009882574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02758899,"about_ca_topic_score_gemma":0.0622678,"domain_scores_codex":[0.9994227,0.00008799288,0.00006616586,0.00006375196,0.0001872511,0.0001722268],"domain_scores_gemma":[0.9986952,0.0001709039,0.0006211352,0.00003177442,0.0001925518,0.0002885097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004531855,0.0001944226,0.9812821,0.0001316914,0.00001643629,0.0006217625,0.01013169,0.00001714767,0.0006680746,0.00004567129,0.0002892287,0.006556361],"study_design_scores_gemma":[0.000001869775,0.0002180904,0.9664026,0.0001349702,0.000007152504,0.0006944719,0.03119185,0.00003092708,0.0001300553,0.00001947942,0.001161326,0.000007111612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989065,0.0001513603,0.00001813317,0.00006530926,0.000004062776,0.000009782409,0.00006130699,7.347134e-7,0.0007827763],"genre_scores_gemma":[0.9974963,0.0004905533,0.00008317915,0.00008049086,0.000008103242,0.00001721346,0.0001035322,0.000001921479,0.001718693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02758899,"threshold_uncertainty_score":0.05485684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151279466891402,"score_gpt":0.4512021827545455,"score_spread":0.3360742360654053,"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."}}