{"id":"W2981861593","doi":"10.1002/cncr.32557","title":"Prostate cancer mortality and metastasis under different biopsy frequencies in North American active surveillance cohorts","year":2019,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Cancer Institute; Agency for Healthcare Research and Quality; Prostate Cancer Canada; Cancerfonden; Genomic Health; Canary Foundation; U.S. Department of Defense","keywords":"Medicine; Prostate cancer; Watchful waiting; Metastasis; Cohort; Cancer; Prostate; Oncology; Prostate biopsy; Biopsy; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.005542414,0.0003642913,0.0004109158,0.0004003416,0.0002458615,0.0007533794,0.0007355353,0.0005193165,0.001070838],"category_scores_gemma":[0.006555241,0.0002435807,0.001575848,0.0005060555,0.0003379802,0.0004616945,0.0005050048,0.0005398878,0.00009960799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001558447,"about_ca_system_score_gemma":0.001413955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02366837,"about_ca_topic_score_gemma":0.01991978,"domain_scores_codex":[0.9986412,0.0008312478,0.00004025903,0.000210082,0.0001426039,0.0001345836],"domain_scores_gemma":[0.9963019,0.001798718,0.0007981994,0.0003634342,0.0004122489,0.0003255054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008175324,0.0005582907,0.6651878,0.00009064886,0.001471641,0.000279207,0.0004007116,0.3010845,0.001183152,0.001495053,0.001695655,0.01837802],"study_design_scores_gemma":[0.00124934,0.005149063,0.686242,0.00008065104,0.00123597,0.0003643079,0.0006799239,0.2981401,0.001532979,0.002951844,0.002245634,0.0001283288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986058,0.00008752926,0.0006007403,0.00006944358,0.000004473114,0.00002816699,0.000288058,0.00001014942,0.0003057549],"genre_scores_gemma":[0.9986385,0.0000616212,0.0003382586,0.0000319271,0.000003944992,0.00005411812,0.0006840639,0.00000269109,0.0001849196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02366837,"threshold_uncertainty_score":0.0470612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065270750155483,"score_gpt":0.317343396870047,"score_spread":0.2866906893684922,"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."}}