{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006665752,0.000268114,0.0008447364,0.000371858,0.00001673873,0.00007086736,0.002184037,0.0003041276,0.006139894],"category_scores_gemma":[0.001350328,0.0002487203,0.00003265389,0.0003455865,0.0002050606,0.0003299261,0.00070817,0.0006615228,0.00008213997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005757625,"about_ca_system_score_gemma":0.0001595879,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008163922,"about_ca_topic_score_gemma":0.02960654,"domain_scores_codex":[0.9952926,0.002397939,0.0009452032,0.0006461999,0.0004604143,0.0002576592],"domain_scores_gemma":[0.9969875,0.0001636106,0.001224177,0.001374011,0.00006242311,0.0001882698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00051177,0.0004299349,0.6829818,0.0001069377,0.0006335239,0.0001035295,0.0001641854,0.000001342702,0.0005107354,0.00001292119,0.09296457,0.2215787],"study_design_scores_gemma":[0.001242677,0.00007026866,0.8690307,0.001322744,0.000029151,0.00007057917,0.00003717617,0.0001262652,0.000001937854,0.00006077586,0.1277144,0.0002932386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.005990442,0.1579689,0.002674221,0.002069183,0.002699571,0.003582407,0.6957238,0.0005530537,0.1287384],"genre_scores_gemma":[0.1333078,0.4445693,0.03594587,0.002042119,0.007427765,0.00007507184,0.3263407,0.009028006,0.04126343],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.3693831,"threshold_uncertainty_score":0.9999965,"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."}}