{"id":"W2103050550","doi":"10.5489/cuaj.2750","title":"Initial Canadian experience with robotic simple prostatectomy: Case series and literature review","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Prostatectomy; Blood loss; Open Prostatectomy; Blood transfusion; Surgery; Complication; Urology; Retrospective cohort study; Prostate; Internal medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002993106,0.0001543548,0.000298209,0.0001183239,0.0002523303,0.0001544697,0.00004305666,0.0001225605,0.0001129422],"category_scores_gemma":[0.0004296692,0.0001044033,0.00003963084,0.0002659808,0.0000477039,0.0002137093,0.000007649674,0.0003767325,0.00000830062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001725199,"about_ca_system_score_gemma":0.001907933,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03089431,"about_ca_topic_score_gemma":0.2216473,"domain_scores_codex":[0.9987991,0.00009528437,0.0002209679,0.0001948948,0.0002138272,0.0004759063],"domain_scores_gemma":[0.9969397,0.00003301264,0.000122886,0.00009584193,0.0004519347,0.002356668],"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":[0.0001286804,0.00004309413,0.8767998,0.0001079854,0.0001592456,0.08606095,0.001975758,0.00002179829,0.000001538301,0.0001305606,0.02985238,0.004718221],"study_design_scores_gemma":[0.006103623,0.006868443,0.2164912,0.002225499,0.0006868344,0.3490124,0.001636753,0.00007269238,0.00004408355,0.0009925298,0.4150253,0.0008406419],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8684338,0.03818888,0.000008102882,0.0906852,0.0002395467,0.0009075183,0.0001333972,0.00003224503,0.001371288],"genre_scores_gemma":[0.9826455,0.004579445,0.0001248698,0.01219499,0.0001797653,0.00005306866,0.0000567701,0.00001190816,0.0001536665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6603085,"threshold_uncertainty_score":0.9755591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184430905843202,"score_gpt":0.2730061817059561,"score_spread":0.2511618726475241,"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."}}