{"id":"W2014232120","doi":"10.3747/co.v17i0.713","title":"Active Surveillance for Prostate Cancer: Patient Selection and Management","year":2010,"lang":"en","type":"article","venue":"Current Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Disease; Cancer; Prostate; Quality of life (healthcare); Management of prostate cancer; Intensive care medicine; Prostate-specific antigen; Oncology; Internal medicine; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006412579,0.0001103219,0.000209515,0.00005196362,0.00007033099,0.000007664534,0.00002171999,0.00004851305,0.00003298738],"category_scores_gemma":[0.00001390731,0.00008964921,0.00003786616,0.00007164594,0.00004374791,0.0000315694,0.00002768115,0.0001311077,0.000003062079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002290256,"about_ca_system_score_gemma":0.00008582156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002335554,"about_ca_topic_score_gemma":0.0004316088,"domain_scores_codex":[0.9992927,0.00001643465,0.0001386126,0.0002712643,0.00007162122,0.0002094103],"domain_scores_gemma":[0.9995641,0.0000501737,0.00008307032,0.0000877518,0.000116235,0.00009867672],"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":[0.000451295,0.0004748179,0.1187733,0.0001987604,0.00009747387,0.000004792961,0.0003004698,0.000001635105,0.0003791444,0.0003634104,0.003249798,0.8757051],"study_design_scores_gemma":[0.003448408,0.001846063,0.1754613,0.00005823609,0.0001122487,0.00001873695,0.00007790235,0.0002082273,0.003535028,0.0001976051,0.8149201,0.0001161405],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913272,0.001755386,0.00004503053,0.002319966,0.001781105,0.002076413,0.00009295677,0.00003998425,0.0005620082],"genre_scores_gemma":[0.9870017,0.009104968,0.0006244276,0.0001425805,0.0001874581,0.002783508,0.00006846897,0.00001526023,0.00007167512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.875589,"threshold_uncertainty_score":0.3655789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779270714361809,"score_gpt":0.3809688938982215,"score_spread":0.3431761867546034,"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."}}