{"id":"W2283590511","doi":"10.5489/cuaj.3058","title":"Medical management of benign prostatic hyperplasia: Results from a population-based study","year":2016,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Lower urinary tract symptoms; Context (archaeology); Prostate cancer; Hyperplasia; Urology; Population; Medical history; Internal medicine; Gynecology; Prostate; Tamsulosin; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001432365,0.0001105339,0.0002757787,0.000185629,0.0001414412,0.00002614234,0.0001432044,0.0001628652,0.001357831],"category_scores_gemma":[0.001245813,0.0000676222,0.00008905255,0.0002094934,0.00002271215,0.00005905989,0.00001887759,0.0003427093,0.00004495023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006845548,"about_ca_system_score_gemma":0.0006269987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614783,"about_ca_topic_score_gemma":0.001205259,"domain_scores_codex":[0.9973919,0.0003253451,0.0005529004,0.0002228939,0.001105989,0.0004009242],"domain_scores_gemma":[0.9979623,0.0005724433,0.0002121659,0.0001553939,0.0002385226,0.0008591496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004592205,0.0002773589,0.9860384,0.000007178741,0.0002429754,0.0007561317,0.0001077538,0.000005592455,0.00001436793,0.00005425668,0.001715968,0.01032079],"study_design_scores_gemma":[0.005417252,0.001079141,0.9895228,0.00007345543,0.00009049632,0.00002961845,0.0001630729,0.0000739273,0.000009477958,0.0005725004,0.002888045,0.00008019192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605358,0.00004880877,0.00006491593,0.03711,0.00011081,0.0004656068,0.0001777245,0.00001583719,0.001470453],"genre_scores_gemma":[0.9984128,0.000031472,0.0002618892,0.0005446365,0.0001424378,0.00001294711,0.00005147755,0.00001000257,0.0005323621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03787693,"threshold_uncertainty_score":0.9995551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0197012457260351,"score_gpt":0.280806483678861,"score_spread":0.2611052379528259,"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."}}