{"id":"W2080849036","doi":"10.1016/j.eururo.2015.01.007","title":"Active Surveillance for Prostate Cancer: Debate over the Application, Not the Concept","year":2015,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Gynecology; 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":[0.01032927,0.000582532,0.001874918,0.0006652767,0.004678222,0.004885633,0.002407889,0.09298161,0.004768121],"category_scores_gemma":[0.04779243,0.0008949456,0.001620698,0.000776148,0.005862856,0.007917783,0.003164661,0.06802362,0.002753237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005718213,"about_ca_system_score_gemma":0.0072188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005670507,"about_ca_topic_score_gemma":0.01022173,"domain_scores_codex":[0.9899238,0.004279807,0.001291439,0.001104934,0.002328477,0.001071489],"domain_scores_gemma":[0.9761006,0.01585636,0.001540469,0.0005649239,0.002558127,0.00337941],"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":[0.0001622113,0.00009652405,0.002001973,0.000174876,0.00005243719,0.001886691,0.0005248835,0.0001450144,0.0004327574,0.01886373,0.9487981,0.02686074],"study_design_scores_gemma":[0.0002396252,0.0001889334,0.002911572,0.001192026,0.00007226141,0.003134874,0.001101072,0.0006716003,0.0003297236,0.03242803,0.9575833,0.0001468488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001714414,0.001140216,0.0000455107,0.9928507,0.005078515,0.000002157336,0.000009308798,0.000003164457,0.0006990471],"genre_scores_gemma":[0.00298454,0.001156051,0.0001123401,0.9657372,0.02859455,0.000008937397,0.000009524122,0.000007349782,0.001389475],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09298161,"threshold_uncertainty_score":0.054627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244245121935164,"score_gpt":0.2857155387002586,"score_spread":0.2632730874809069,"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."}}