{"id":"W3044446621","doi":"10.1016/j.radonc.2020.07.036","title":"Is prostate brachytherapy a dying art? Trends and variation in the definitive management of prostate cancer in Ontario, Canada","year":2020,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; Institute for Clinical Evaluative Sciences; Western University; Sunnybrook Health Science Centre; London Health Sciences Centre","funders":"Canadian Institutes of Health Research; Ontario Institute for Cancer Research; Ontario Ministry of Health and Long-Term Care; Government of Ontario; Institute for Clinical Evaluative Sciences; Cancer Care Ontario","keywords":"Brachytherapy; Prostate cancer; Medicine; Management of prostate cancer; Prostate; General surgery; Cancer; Oncology; Internal medicine; Radiation therapy","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":[0.001081979,0.0001562414,0.0004027414,0.001430474,0.00270612,0.001837894,0.002091877,0.0006333442,0.003107237],"category_scores_gemma":[0.006709009,0.0004495815,0.0006434001,0.005657427,0.000998343,0.0005398333,0.0009186972,0.001153215,0.0001854461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06808788,"about_ca_system_score_gemma":0.08482337,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964049,"about_ca_topic_score_gemma":0.9987613,"domain_scores_codex":[0.9975272,0.0001960199,0.0002511923,0.0002883848,0.00104472,0.000692559],"domain_scores_gemma":[0.9900383,0.0007464759,0.002390816,0.0001874211,0.004477773,0.002159344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001691416,0.00005083999,0.9520271,0.0002850477,0.0001236104,0.0002164248,0.004317698,0.0004814825,0.0003663182,0.001399408,0.01351044,0.02705245],"study_design_scores_gemma":[0.000006962043,0.00001981806,0.9877302,0.0001807782,0.00002959262,0.0001344729,0.003913101,0.0003288558,0.00007367481,0.00007508724,0.007478808,0.0000287511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9289243,0.01428251,0.0008836034,0.02192845,0.0001999971,0.0001332587,0.01349872,0.00008705487,0.02006214],"genre_scores_gemma":[0.9905546,0.00390085,0.000491813,0.0009779453,0.00003893892,0.00002143045,0.001509923,0.00002993054,0.002474399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06808788,"threshold_uncertainty_score":0.4940144,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02256890632578177,"score_gpt":0.2920606935746146,"score_spread":0.2694917872488328,"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."}}