{"id":"W2100496055","doi":"10.1007/s11934-012-0242-4","title":"Active Surveillance for Favorable-risk Prostate Cancer: Background, Patient Selection, Triggers for Intervention, and Outcomes","year":2012,"lang":"en","type":"review","venue":"Current Urology Reports","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University of Toronto","funders":"","keywords":"Medicine; Overdiagnosis; Prostate cancer; Disease; Watchful waiting; Intensive care medicine; Cancer; Nephrology; Prostatectomy; Internal medicine; Prostate-specific antigen; Prostate; Oncology; Quality of life (healthcare)","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":[0.001414293,0.000505617,0.001919326,0.00133128,0.0001987951,0.0008760903,0.0009384701,0.0007679525,0.00135773],"category_scores_gemma":[0.003948751,0.0002609618,0.0009650629,0.00193107,0.0002600905,0.0007337893,0.0004404814,0.0009107465,0.0002271111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005422118,"about_ca_system_score_gemma":0.001723172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003232288,"about_ca_topic_score_gemma":0.007573932,"domain_scores_codex":[0.9994181,0.0001630644,0.0001055549,0.0001034764,0.0001721998,0.00003767592],"domain_scores_gemma":[0.9982797,0.001112917,0.0003664812,0.00002088146,0.0001639446,0.00005598842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002976381,0.00009139103,0.01839113,0.04242958,0.001163941,0.0002367047,0.00009269382,0.0003056521,0.0002943801,0.0008285471,0.007951933,0.9279166],"study_design_scores_gemma":[0.0003721336,0.001080701,0.3034624,0.1986493,0.01567327,0.01196917,0.001241112,0.0009324725,0.001067372,0.004776932,0.4605734,0.0002016947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005363756,0.9989611,0.00003256764,0.0001754183,0.000047909,0.00000311161,0.00002103278,0.000001236757,0.0002212608],"genre_scores_gemma":[0.005498467,0.993959,0.0001192607,0.0001430807,0.0001632011,0.000005336139,0.00005861689,6.645135e-7,0.00005244842],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003232288,"threshold_uncertainty_score":0.007479608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05530626326371864,"score_gpt":0.3837407385130425,"score_spread":0.3284344752493238,"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."}}