{"id":"W2128714524","doi":"10.1016/j.eururo.2014.11.004","title":"Active Surveillance for Low-risk Prostate Cancer: Developments to Date","year":2014,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Watchful waiting; Gynecology; Oncology; Cancer; Internal medicine","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":[0.00441156,0.0004836346,0.001097078,0.0005269985,0.002124711,0.003352755,0.001200596,0.02881905,0.005344614],"category_scores_gemma":[0.02007641,0.000322494,0.0009982217,0.0005986725,0.002115121,0.004021748,0.001571371,0.02458156,0.002187449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003467906,"about_ca_system_score_gemma":0.004326046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003350935,"about_ca_topic_score_gemma":0.01043179,"domain_scores_codex":[0.9961309,0.00137602,0.0005468029,0.0003649216,0.001115144,0.0004660526],"domain_scores_gemma":[0.9862711,0.007890097,0.001109782,0.0002546248,0.002056103,0.002418278],"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":[0.0001355064,0.0001378148,0.003563509,0.0003600389,0.00003335709,0.002545862,0.000220067,0.0001592652,0.0003993477,0.006915727,0.8959113,0.08961817],"study_design_scores_gemma":[0.00009786638,0.0001583055,0.003108073,0.001420105,0.00005265602,0.004139774,0.0005283047,0.0004412932,0.0002132252,0.009481864,0.980309,0.0000494751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002728112,0.005002225,0.000119753,0.9852738,0.006733384,0.00000487947,0.00001985745,0.00001054556,0.002562815],"genre_scores_gemma":[0.007235882,0.01186744,0.0007339195,0.8928237,0.08183555,0.00001932263,0.00005090037,0.00001827588,0.005414987],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02881905,"threshold_uncertainty_score":0.0251615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773733918003166,"score_gpt":0.273688203441349,"score_spread":0.2559508642613173,"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."}}