{"id":"W2558363369","doi":"10.1016/j.acra.2016.07.021","title":"Radiology Research in Quality and Safety","year":2016,"lang":"en","type":"review","venue":"Academic Radiology","topic":"Radiology practices and education","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre; Health Sciences Centre; University of British Columbia","funders":"","keywords":"Patient safety; Quality (philosophy); SAFER; Reimbursement; Quality management; Health care; Accountability; Medicine; Curriculum; Quality assurance; Medical education; Computer science; Operations management; Psychology; Engineering; Management system; Political science; Pathology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.006399736,0.001720641,0.004396187,0.01616791,0.0008096703,0.004296619,0.001604642,0.003997053,0.008469908],"category_scores_gemma":[0.01852848,0.001087065,0.001982752,0.01505263,0.002404191,0.004828704,0.003063581,0.003324911,0.001702786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003281607,"about_ca_system_score_gemma":0.01127663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005347505,"about_ca_topic_score_gemma":0.01362951,"domain_scores_codex":[0.9960397,0.001088326,0.001146503,0.0003957601,0.001088707,0.0002409555],"domain_scores_gemma":[0.9828182,0.01091181,0.003188446,0.0003407868,0.002149727,0.0005911156],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001169163,0.00008303647,0.0005531478,0.1860777,0.0008954472,0.0001605323,0.0002466289,0.0001783633,0.0002078678,0.003357607,0.04684815,0.7612746],"study_design_scores_gemma":[0.000145996,0.0001435778,0.002581557,0.2222306,0.0027244,0.001120524,0.0003979875,0.00007191446,0.0001633496,0.003249192,0.76711,0.00006085452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002202736,0.999055,0.00001988654,0.000396749,0.000219243,0.000004175447,0.00001022073,0.0000022868,0.0002704106],"genre_scores_gemma":[0.0003935569,0.9986367,0.00008381771,0.0004658683,0.000291516,0.00000531064,0.00001324162,0.000001021272,0.0001089354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9936002,"threshold_uncertainty_score":0.03384542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4019412529422396,"score_gpt":0.5824954607515005,"score_spread":0.1805542078092608,"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."}}