{"id":"W3002228410","doi":"10.1002/cncr.32719","title":"Physician and facility drivers of spending variation in locoregional prostate cancer","year":2020,"lang":"en","type":"article","venue":"Cancer","topic":"Economic and Financial Impacts of Cancer","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"Royal College of Physicians and Surgeons of Canada; Laura and John Arnold Foundation; Canadian Association of Radiation Oncology; Commonwealth Fund","keywords":"Medicine; Prostate cancer; Brachytherapy; Geographic variation; Cancer; Radiation therapy; Disease; Demography; Emergency medicine; Family medicine; Environmental health; Surgery; Internal medicine; Population","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001414312,0.000193623,0.0002552631,0.001136588,0.0003994541,0.0006687581,0.0006217068,0.0003709651,0.003129279],"category_scores_gemma":[0.01039234,0.0002231013,0.0009504841,0.002742505,0.0003051854,0.0004809565,0.00109945,0.0005648292,0.0002569841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244563,"about_ca_system_score_gemma":0.00124345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06380386,"about_ca_topic_score_gemma":0.06170144,"domain_scores_codex":[0.9983993,0.0005287024,0.00014069,0.000311985,0.0002281326,0.0003911318],"domain_scores_gemma":[0.9894431,0.002680231,0.005434512,0.0005187042,0.0008929913,0.0010305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003568015,0.00001087382,0.9974601,0.00001411829,0.00009184632,0.000020932,0.00007340701,0.0003602927,0.00002852447,0.00006942425,0.0004326517,0.001402284],"study_design_scores_gemma":[0.000002971862,0.00002123794,0.9987329,0.00001564286,0.00003072409,0.00005648703,0.0001765943,0.0005787243,0.00002388417,0.00006166237,0.0002950434,0.000004188783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946364,0.000504203,0.0004794983,0.0006148905,0.00001132779,0.000013195,0.003025136,0.00001758373,0.0006976413],"genre_scores_gemma":[0.9986119,0.00008546402,0.0001411363,0.00004170089,0.000009640438,0.000006961338,0.0009979481,0.000004818039,0.0001003497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06380386,"threshold_uncertainty_score":0.126865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04115870790295197,"score_gpt":0.239725833570184,"score_spread":0.198567125667232,"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."}}