{"id":"W2056030667","doi":"10.5489/cuaj.10124","title":"2010 Update: Guidelines for the management of benign prostatic hyperplasia","year":2010,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Western University; University of British Columbia; Queen's University","funders":"","keywords":"Hyperplasia; Urology; Medicine; Gynecology; General surgery; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001418682,0.00008535918,0.0001657295,0.00009135053,0.0002677881,0.00004744047,0.0001571064,0.0001262369,0.000668488],"category_scores_gemma":[0.0005561906,0.00005081984,0.0001105534,0.0001422267,0.00004459374,0.0000484077,0.00001604105,0.0005623387,0.00002374443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001103313,"about_ca_system_score_gemma":0.0003321866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002286537,"about_ca_topic_score_gemma":0.0004114934,"domain_scores_codex":[0.9987822,0.00004494816,0.0003357421,0.0001156401,0.0003415702,0.0003799523],"domain_scores_gemma":[0.9983405,0.0002030861,0.0001445325,0.000130759,0.0008133356,0.0003677135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006043879,0.0002192138,0.3639358,0.0001504957,0.001483811,0.0002413163,0.0003042888,0.00007333725,0.001556201,0.008340803,0.5240168,0.09907352],"study_design_scores_gemma":[0.001504061,0.0005223354,0.3651555,0.0000162846,0.0002205987,0.0003471567,0.0002236426,0.0007186091,0.0001066487,0.003045494,0.6280352,0.0001044917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5181702,0.0008968662,0.0007073895,0.4716066,0.00161583,0.002005889,0.000207994,0.0000301008,0.004759105],"genre_scores_gemma":[0.9862978,0.0004495768,0.005678702,0.00354825,0.0005111814,0.00004599042,0.00003058957,0.00001459955,0.003423339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4681276,"threshold_uncertainty_score":0.7319475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04480010457784898,"score_gpt":0.3275167412667407,"score_spread":0.2827166366888917,"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."}}