{"id":"W2078703793","doi":"10.1016/j.eururo.2015.04.005","title":"A Brief Survey of Active Surveillance","year":2015,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Overdiagnosis; Prostate cancer; Incidence (geometry); Prostate-specific antigen; Watchful waiting; Prostate cancer screening; Risk stratification; Erectile dysfunction; Prostate; Gynecology; Urinary system; Cancer; Internal medicine; Intensive care 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":[0.00756633,0.000348321,0.0005102343,0.001367423,0.001822536,0.003447177,0.001064126,0.01100751,0.007802108],"category_scores_gemma":[0.03508524,0.0003727306,0.0005692017,0.001708496,0.001130085,0.004368353,0.001695593,0.01100049,0.001898355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003830449,"about_ca_system_score_gemma":0.003902226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008016436,"about_ca_topic_score_gemma":0.01562443,"domain_scores_codex":[0.9927695,0.003175758,0.001314761,0.0006004089,0.001186124,0.0009536072],"domain_scores_gemma":[0.9714186,0.01566507,0.003996221,0.000703665,0.005195821,0.003020732],"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":[0.0001085934,0.00006409269,0.01395307,0.0007464854,0.00002710788,0.001500095,0.0009099237,0.00008841578,0.000208413,0.007385383,0.8822645,0.09274387],"study_design_scores_gemma":[0.00004617971,0.0001217002,0.02498636,0.004092752,0.00003457236,0.003236184,0.002012621,0.0001975877,0.0001033925,0.003163008,0.9619478,0.0000578557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002388874,0.02510652,0.0002491198,0.9515589,0.009406661,0.00001688216,0.0004132428,0.00002601893,0.01083388],"genre_scores_gemma":[0.03240248,0.03471956,0.0003756987,0.8914841,0.03347378,0.00006032041,0.0005556605,0.00003546988,0.00689281],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01100751,"threshold_uncertainty_score":0.04001504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455582813399404,"score_gpt":0.28084552367599,"score_spread":0.236289695541996,"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."}}