{"id":"W2889284654","doi":"10.5489/cuaj.5616","title":"Canadian Urological Association guideline on male lower urinary tract symptoms/benign prostatic hyperplasia (MLUTS/BPH): 2018 update","year":2018,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Toronto; Humber River Regional Hospital; Queen's University","funders":"","keywords":"Guideline; Lower urinary tract symptoms; Medicine; Health care; Benign prostatic hyperplasia (BPH); Gynecology; Family medicine; Urology; Prostate; Internal medicine; Pathology; Political science; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003045135,0.0004347263,0.0006452678,0.000738279,0.001085843,0.000288089,0.0003702429,0.0009441374,0.01093943],"category_scores_gemma":[0.002612399,0.0003590233,0.0003051726,0.0006360486,0.000113628,0.0002861676,0.0000411207,0.002123586,0.00233328],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007696653,"about_ca_system_score_gemma":0.003477638,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01785864,"about_ca_topic_score_gemma":0.01331908,"domain_scores_codex":[0.9942159,0.0007393752,0.0009896255,0.0006423086,0.001304528,0.002108256],"domain_scores_gemma":[0.9942762,0.000420931,0.0004905991,0.0003461153,0.001162627,0.00330355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007325801,0.000562898,0.6439871,0.00001013533,0.000328792,0.003009771,0.0001678498,0.00002897487,0.00008873149,0.0002195651,0.3481253,0.002738328],"study_design_scores_gemma":[0.001830327,0.007538489,0.4334792,0.00002600858,0.0001488324,0.003870569,0.00005227619,0.0005101715,0.00002082624,0.0008251789,0.551307,0.0003911041],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8053135,0.0002638662,0.00003100503,0.1611165,0.001240518,0.0009116631,0.0004090474,0.00009294286,0.03062093],"genre_scores_gemma":[0.965793,0.0001611387,0.0002895463,0.02241267,0.002122297,0.00002947918,0.0002316922,0.00005214494,0.008908075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2105079,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635403055948963,"score_gpt":0.2723913394658715,"score_spread":0.2560373089063819,"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."}}