{"id":"W2811150989","doi":"10.1016/j.acra.2018.04.009","title":"The Physician Payment Sunshine Act: Evaluating Industrial Payments in Radiology","year":2018,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Subspecialty; Payment; Medicine; Neuroradiology; Interventional radiology; Radiological weapon; Radiology; Reimbursement; Medical physics; Nuclear medicine; Health care; Family medicine; Business; Neurology; Finance","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":[0.05385324,0.0007505657,0.0008998489,0.004935685,0.002392594,0.005862081,0.002379072,0.006034483,0.003815672],"category_scores_gemma":[0.3003743,0.0005409636,0.001424922,0.005837453,0.003483708,0.003830858,0.002824545,0.005555984,0.0009168072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01169548,"about_ca_system_score_gemma":0.02983555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03293263,"about_ca_topic_score_gemma":0.0407203,"domain_scores_codex":[0.9060546,0.05012018,0.006110968,0.001366343,0.03272254,0.003625353],"domain_scores_gemma":[0.6420895,0.2411658,0.05660478,0.006215556,0.04127275,0.01265154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00869957,0.00275772,0.6746538,0.0008461701,0.0006818617,0.0008371522,0.002608118,0.01344653,0.0004631031,0.06760371,0.1193874,0.1080149],"study_design_scores_gemma":[0.001738678,0.007231482,0.8409887,0.001865851,0.001094592,0.001015439,0.005754407,0.02867143,0.00194897,0.01423824,0.09519816,0.0002541969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8080864,0.009820613,0.006265213,0.05782121,0.002231157,0.002475852,0.008497115,0.0002601491,0.1045424],"genre_scores_gemma":[0.9754934,0.001334355,0.004172197,0.009734937,0.0009262921,0.0009384631,0.001642565,0.00005503605,0.005702784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05385324,"threshold_uncertainty_score":0.2848065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5519819019878396,"score_gpt":0.5865587332503617,"score_spread":0.03457683126252209,"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."}}