{"id":"W3160621098","doi":"10.21037/tau-20-1370","title":"Active surveillance for prostate cancer","year":2021,"lang":"en","type":"review","venue":"Translational Andrology and Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; Sidney Kimmel Center for Prostate and Urologic Cancers; National Institutes of Health; Memorial Sloan-Kettering Cancer Center","keywords":"Prostate cancer; Medicine; Cohort; Watchful waiting; Oncology; Disease; Metastasis; Radiation therapy; Internal medicine; Cancer; Prostate; Cohort study; Stage (stratigraphy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002948138,0.0004196621,0.0007829585,0.002377393,0.0003556852,0.001054315,0.0007291948,0.001253726,0.005275931],"category_scores_gemma":[0.01397611,0.0002136868,0.001386148,0.001722108,0.0005346473,0.001355598,0.0006815821,0.001108103,0.0007810151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008123399,"about_ca_system_score_gemma":0.002419707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433427,"about_ca_topic_score_gemma":0.003719314,"domain_scores_codex":[0.9967872,0.001638244,0.000511876,0.0002552453,0.0007294531,0.00007799041],"domain_scores_gemma":[0.9917634,0.005492431,0.001529319,0.0002044566,0.0008492815,0.0001613128],"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":[0.0002651368,0.00004469053,0.003467656,0.1116923,0.0009782123,0.0002065411,0.0004147413,0.000158392,0.0004159558,0.004062865,0.05533679,0.8229567],"study_design_scores_gemma":[0.0001918766,0.0005971962,0.01533452,0.1608101,0.002369716,0.004525368,0.0003641699,0.0001032201,0.0006085307,0.003289283,0.8117436,0.00006256787],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005652462,0.9941607,0.0003261067,0.001011474,0.0004210802,0.00004432431,0.0002210381,0.00001256266,0.003237448],"genre_scores_gemma":[0.02037515,0.9721283,0.0009867362,0.003493404,0.001210647,0.0001589727,0.0006311534,0.00001037318,0.001005226],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005275931,"threshold_uncertainty_score":0.01764977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04527040756517324,"score_gpt":0.3634169475144505,"score_spread":0.3181465399492773,"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."}}