{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009916805,0.00009947222,0.0003106678,0.00006230991,0.00002708415,0.00001642422,0.00008154395,0.00005309962,0.0002677725],"category_scores_gemma":[0.00002861907,0.000121483,0.00004190272,0.000147616,0.0000725007,0.000293597,0.00003038808,0.00009678907,0.00002412979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652688,"about_ca_system_score_gemma":0.00004959915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373214,"about_ca_topic_score_gemma":0.0001712872,"domain_scores_codex":[0.9991726,0.000004955314,0.0003386025,0.0002868964,0.00002131404,0.0001755862],"domain_scores_gemma":[0.9995602,0.000013701,0.0002549655,0.00008006864,0.00001828266,0.00007282378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009192436,0.00002459757,0.9488419,0.0001103622,0.00003964179,0.00000140822,0.004554559,0.0013924,0.0003842811,0.03021051,0.0005926372,0.01375577],"study_design_scores_gemma":[0.0009928535,0.00004439367,0.9678561,0.00004250201,0.00000595555,1.335072e-7,0.0001020755,0.00275645,0.000298753,0.007114998,0.0205495,0.0002362919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906336,0.003019606,0.0003759835,0.001897684,0.0002135725,0.0002071826,0.0006788173,0.00001090842,0.002962637],"genre_scores_gemma":[0.9974293,0.001534516,0.00005518664,0.0007335925,0.0001190127,0.00003324585,0.000005098855,0.000008334218,0.00008178911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02309551,"threshold_uncertainty_score":0.4953933,"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."}}