{"id":"W3008838367","doi":"10.1177/0846537119899195","title":"An International Survey of Quality and Safety Programs in Radiology","year":2020,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Accreditation; Audit; Quality (philosophy); Quality management; Quality assurance; China; Family medicine; Patient safety; Medical education; Health care; External quality assessment; Operations management; Accounting","routes":{"ca_aff":true,"ca_fund":false,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004232434,0.0002681748,0.0002480004,0.003440528,0.0004004772,0.0005166331,0.0003855424,0.0004654592,0.002969866],"category_scores_gemma":[0.009452144,0.000162535,0.0002570319,0.00449989,0.0003847978,0.0008598997,0.0008056375,0.0006586463,0.0008575076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001166507,"about_ca_system_score_gemma":0.001407985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01055694,"about_ca_topic_score_gemma":0.009415902,"domain_scores_codex":[0.9958624,0.001566146,0.0007468931,0.000277803,0.001139103,0.0004077937],"domain_scores_gemma":[0.9794023,0.003502759,0.009922984,0.0008082403,0.004214427,0.002149279],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004092708,0.0001348812,0.9829628,0.00009167499,0.00002146559,0.00003127269,0.001147839,0.0000819968,0.0001851898,0.00009992956,0.003716681,0.01148529],"study_design_scores_gemma":[0.000004968367,0.0001099737,0.9932302,0.0000318164,0.000004864735,0.00007952595,0.001194027,0.00009617172,0.0000596127,0.00001659623,0.005166427,0.000005786521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964974,0.0005854283,0.001109507,0.001458722,0.00005587088,0.0006165187,0.01320288,0.00006727089,0.01792975],"genre_scores_gemma":[0.9839116,0.0009069997,0.002000957,0.001268648,0.00008744449,0.0007240265,0.008585057,0.00001878653,0.002496472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9957676,"threshold_uncertainty_score":0.02238351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124295904936368,"score_gpt":0.3726701850870657,"score_spread":0.2602405945934289,"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."}}