{"id":"W1545338536","doi":"10.1111/bju.12154","title":"Patient selection and pathological outcomes using currently available active surveillance criteria","year":2013,"lang":"en","type":"article","venue":"British Journal of Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Cohort; Pathological; Disease; Population; Stage (stratigraphy); Cancer; Internal medicine; Gynecology; Surgery","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":[0.001564194,0.0001665055,0.0002424755,0.0007457699,0.0003120706,0.000643788,0.0002604428,0.0004099036,0.001280761],"category_scores_gemma":[0.007965322,0.00009889862,0.0002770231,0.0005037474,0.0003848413,0.0004626,0.0005124332,0.0003285949,0.0001397328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002178306,"about_ca_system_score_gemma":0.0002914384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006837565,"about_ca_topic_score_gemma":0.0009242653,"domain_scores_codex":[0.9988378,0.0003817148,0.0001313223,0.0002287847,0.0002677222,0.0001528001],"domain_scores_gemma":[0.9953625,0.001490299,0.001970771,0.0002840376,0.0003465949,0.0005458522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001770888,0.00001720638,0.9975327,0.000003812979,0.00001143771,0.00004132948,0.00003150295,0.00003973677,0.0001805917,0.00001614119,0.00004017115,0.001908193],"study_design_scores_gemma":[0.00001885672,0.0003110142,0.9977464,0.000008540668,0.00002012375,0.0008032951,0.0001173164,0.000483189,0.0002438358,0.00005201972,0.0001910842,0.000004251624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992779,0.0001700009,0.0001702817,0.00002478684,0.000003450878,0.00000910821,0.00006031282,0.000002754301,0.0002813225],"genre_scores_gemma":[0.9997615,0.00001928435,0.00005288835,0.000008447783,0.000006083625,0.000004298121,0.0001167397,8.609863e-7,0.00002996619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001564194,"threshold_uncertainty_score":0.00827235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367641928101501,"score_gpt":0.2861663645987529,"score_spread":0.2624899453177379,"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."}}