{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002930854,0.00007460527,0.0003767866,0.000157263,0.00003832026,0.00001162218,0.0001192623,0.0001919221,0.0000579655],"category_scores_gemma":[0.004720252,0.00007039536,0.00004046111,0.0001758996,0.00009234391,0.0001704543,0.000005529749,0.0003316102,0.000001067813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000538924,"about_ca_system_score_gemma":0.0007607039,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01707702,"about_ca_topic_score_gemma":0.02727844,"domain_scores_codex":[0.9982777,0.0006890455,0.0005712919,0.0001445561,0.000124965,0.000192483],"domain_scores_gemma":[0.9982362,0.0002625487,0.0007067759,0.00008436198,0.0003431482,0.0003669215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000243492,0.00003908188,0.9906046,0.00001150837,0.00009049274,0.000008942719,0.0006148866,0.0000342332,0.0001911738,0.0002276389,0.000516999,0.007416898],"study_design_scores_gemma":[0.001013934,0.0003674786,0.9959707,0.0000123715,0.00001756617,0.0001506387,0.0002118812,0.0002755121,0.000007646889,0.0000552715,0.001860053,0.00005693695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9816888,0.0001885208,0.00007757585,0.01696406,0.0003012641,0.0001319422,0.00003674836,0.000004726495,0.0006063575],"genre_scores_gemma":[0.9974308,0.0006679145,0.0006307032,0.000935257,0.0001631785,0.000001547936,0.0001412921,0.000005507189,0.00002377386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0160288,"threshold_uncertainty_score":0.9904712,"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."}}