{"id":"W6945385860","doi":"10.25384/sage.c.4862403.v1","title":"An International Survey of Quality and Safety Programs in Radiology","year":2020,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Audit; Quality assurance; Patient safety; Diversity (politics); Quality management; Patient care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004547512,0.0002581767,0.0002405367,0.003342394,0.0002878384,0.0005482435,0.000352548,0.0005115899,0.003319521],"category_scores_gemma":[0.01038661,0.000156531,0.0002755998,0.003946123,0.0003576524,0.00108858,0.0008683297,0.0006682105,0.001119221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00061916,"about_ca_system_score_gemma":0.0007020875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001931805,"about_ca_topic_score_gemma":0.001794409,"domain_scores_codex":[0.9951414,0.002195909,0.0009707858,0.0003002577,0.001034368,0.0003573769],"domain_scores_gemma":[0.9778316,0.004799975,0.01106246,0.001014719,0.00351099,0.001780377],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005359194,0.0001729322,0.9811741,0.000100398,0.00002455231,0.00003681922,0.001231132,0.0001002659,0.0002186811,0.0001195312,0.003369765,0.01339809],"study_design_scores_gemma":[0.000007237072,0.0002008497,0.9921256,0.00004648508,0.000007130309,0.0001213627,0.001651905,0.0001559188,0.0000989105,0.0000304068,0.005547642,0.000006679729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688483,0.000492741,0.001381659,0.001215197,0.00005097783,0.0005360348,0.01148738,0.00006515689,0.01592265],"genre_scores_gemma":[0.9839712,0.0007342989,0.002176525,0.001230668,0.0001005489,0.0007998586,0.008567829,0.00002200088,0.002397268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9954525,"threshold_uncertainty_score":0.02404982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2604174302169885,"score_gpt":0.4340986888058937,"score_spread":0.1736812585889052,"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."}}