{"id":"W2997514774","doi":"10.1002/9780471420194.tnmc40.pub3","title":"Prostate","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Physical examination; Prostate; Prostate biopsy; Prostate adenocarcinoma; Pathology; Biopsy; Rectal examination; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002099755,0.0002133305,0.0004049951,0.00008659036,0.00002853275,0.00001393102,0.00008027302,0.0001395646,0.00908294],"category_scores_gemma":[0.00002645556,0.0001569624,0.00009209816,0.0000232955,0.00005918205,0.00001122006,0.00003833665,0.0001395873,0.0004532783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006957341,"about_ca_system_score_gemma":0.0001479084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823756,"about_ca_topic_score_gemma":0.0002536201,"domain_scores_codex":[0.9992873,0.000005889643,0.00009845952,0.0002701808,0.0001460297,0.0001921034],"domain_scores_gemma":[0.9990391,0.000008197595,0.0001674708,0.0006374692,0.00002546302,0.0001223249],"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":[0.00002388964,0.0002944689,0.0007206112,0.0001572843,0.000175979,0.0002582784,0.00001236324,1.430652e-8,0.000004412587,0.0000114001,0.9468077,0.05153361],"study_design_scores_gemma":[0.001206789,0.0002372455,0.001755428,0.001698438,0.0001825082,0.00001749894,0.000002600288,0.000002260246,0.00004793971,0.00001729295,0.9946918,0.0001401438],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001020005,0.008272008,0.00000195778,0.001933346,0.0004039986,0.0009195509,0.00915012,0.0002694246,0.9789476],"genre_scores_gemma":[0.0001191428,0.007109294,0.001061377,0.0004535596,0.0009576064,0.0000891243,0.005229753,0.0003575582,0.9846226],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05139347,"threshold_uncertainty_score":0.9918229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02631990632857059,"score_gpt":0.3351513116725127,"score_spread":0.3088314053439421,"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."}}