{"id":"W2336176889","doi":"10.1111/bju.13460","title":"Feasibility for active surveillance in biopsy Gleason 3 + 4 prostate cancer: an Australian radical prostatectomy cohort","year":2016,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prostatectomy; Medicine; Prostate cancer; Biopsy; Urology; Biochemical recurrence; Cohort; Stage (stratigraphy); Surgical pathology; Disease; Adverse effect; Internal medicine; Cancer; Gynecology; Oncology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006456409,0.0001821256,0.0002368937,0.0005204387,0.0004698611,0.0004582969,0.0004669892,0.0003204272,0.001332467],"category_scores_gemma":[0.002184173,0.0002659041,0.0003329942,0.0004964189,0.0005606341,0.000388183,0.0006608347,0.0004609364,0.0001543466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004302268,"about_ca_system_score_gemma":0.0005489797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02334822,"about_ca_topic_score_gemma":0.02612029,"domain_scores_codex":[0.9995146,0.0001447947,0.00004033672,0.00009300235,0.0001360966,0.00007111532],"domain_scores_gemma":[0.9987255,0.0001847665,0.0006632018,0.00006088108,0.0001232041,0.0002424715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006547951,0.00001734705,0.9983979,0.000008471203,0.00001673775,0.00008598751,0.0002603799,0.00001992705,0.0003076775,0.000008218366,0.00002989674,0.0007819936],"study_design_scores_gemma":[0.00000279782,0.00008403617,0.9994307,0.00000237874,0.00000729831,0.0001710436,0.0001683352,0.00005598929,0.00002195704,0.000006398707,0.00004724236,0.00000168433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997301,0.00004280898,0.00002278484,0.00002446306,0.000001024171,0.000006772285,0.00003742478,6.063003e-7,0.0001340255],"genre_scores_gemma":[0.9998183,0.00003367649,0.00002498601,0.00001058573,0.000001780002,0.000004941844,0.00004444042,5.266752e-7,0.0000609227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02334822,"threshold_uncertainty_score":0.04642463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209954594290952,"score_gpt":0.3151793054104751,"score_spread":0.2930797594675656,"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."}}