{"id":"W3199917363","doi":"10.1002/cncr.33911","title":"Treatment in the absence of disease reclassification among men on active surveillance for prostate cancer","year":2021,"lang":"en","type":"article","venue":"Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Cancer Institute; National Institutes of Health","keywords":"Medicine; Prostate cancer; Hazard ratio; Proportional hazards model; Internal medicine; Confidence interval; Cohort; Cancer; Quality of life (healthcare); Marital status; Prospective cohort study; Disease; Cohort study; Oncology; Gynecology; Population","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":[0.001550286,0.0001753937,0.0004014638,0.0006558276,0.000538308,0.0008583385,0.0005198915,0.0004274678,0.001251205],"category_scores_gemma":[0.004124752,0.0002435306,0.0005898314,0.0009047221,0.0003098743,0.0005135405,0.0005732043,0.001004138,0.000106927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004059509,"about_ca_system_score_gemma":0.0005591977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006268663,"about_ca_topic_score_gemma":0.008543665,"domain_scores_codex":[0.9990317,0.0003227516,0.00007491425,0.000224367,0.000175517,0.0001707967],"domain_scores_gemma":[0.996408,0.0006414607,0.002102792,0.0002344617,0.0001701886,0.0004430707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007386076,0.00002007324,0.9992267,0.000002729503,0.00002463739,0.00002074818,0.00002499985,0.00001693431,0.00002385188,0.000009203053,0.00004372405,0.0005125303],"study_design_scores_gemma":[0.000009526938,0.00007269674,0.9992354,0.0000056189,0.00003614571,0.0001690272,0.00009349458,0.0002226895,0.00002266225,0.00002909258,0.0001009351,0.000002738611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992127,0.0002368767,0.00004717979,0.00006170305,0.00001112953,0.00000719077,0.0001891099,0.000001878436,0.0002321303],"genre_scores_gemma":[0.99962,0.00004918272,0.00002679936,0.00002047751,0.00001242758,0.000003664636,0.0002122133,0.000001091742,0.0000541988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006268663,"threshold_uncertainty_score":0.01246434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03599259026542841,"score_gpt":0.3333094399448838,"score_spread":0.2973168496794554,"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."}}