{"id":"W2607266593","doi":"10.1016/j.urology.2017.03.048","title":"The Impact of Multiple Prostate Biopsies on Risk for Major Complications Following Radical Prostatectomy: A Population-based Cohort Study","year":2017,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; Western University","funders":"","keywords":"Medicine; Prostatectomy; Perioperative; Urology; Prostate biopsy; Cohort; Prostate cancer; Population; Prostate; Biopsy; Surgery; Internal medicine; Cancer","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":[0.001478739,0.0007250341,0.000886463,0.0009888714,0.001204416,0.001723105,0.001217233,0.001559568,0.002142805],"category_scores_gemma":[0.004371842,0.001426914,0.002395819,0.001449717,0.0006695438,0.001502123,0.001157054,0.002317526,0.0002630183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005818559,"about_ca_system_score_gemma":0.0006356315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047893,"about_ca_topic_score_gemma":0.01153214,"domain_scores_codex":[0.9982163,0.0004957764,0.000129648,0.0005797739,0.0002392261,0.0003391911],"domain_scores_gemma":[0.996285,0.000591535,0.001363,0.0007471024,0.0002946368,0.0007187555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004599466,0.0001081211,0.9975115,0.000007810178,0.0007054256,0.0001369257,0.00009066832,0.00004188978,0.0002583235,0.00002419841,0.00008454408,0.0005706087],"study_design_scores_gemma":[0.00001530694,0.0002032515,0.998758,0.00000442998,0.0002194198,0.0003142364,0.0001952193,0.0001504007,0.00002968831,0.00003343225,0.00006488296,0.00001171132],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988944,0.0004279341,0.0001120871,0.00005506568,0.00001588262,0.000007335252,0.00022163,0.000004725514,0.0002609774],"genre_scores_gemma":[0.9994845,0.0001187355,0.00006278231,0.00002642139,0.00001924233,0.000005033222,0.0001490778,0.000004374725,0.0001298238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01047893,"threshold_uncertainty_score":0.02083588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169670238258776,"score_gpt":0.3459538581416325,"score_spread":0.3242571557590448,"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."}}