{"id":"W3046610444","doi":"","title":"Reducing Inappropriate Imaging Orders For Lower Back Pain Using MRI And CT Checklists: A Quality Improvement Study In Saskatchewan, Canada","year":2020,"lang":"en","type":"article","venue":"Quality in primary care","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Checklist; Magnetic resonance imaging; Radiology; Concordance; Lumbar; Lumbar spine; Quality management; Neuroradiology; Requisition; Medical physics; Operations management; Surgery; Neurology","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"],"consensus_categories":[],"category_scores_codex":[0.001983506,0.0002426278,0.0006021791,0.00009284217,0.00007883934,0.00005389466,0.0001108533,0.00003310149,0.00001940345],"category_scores_gemma":[0.0004192854,0.0002534472,0.00006350299,0.0003548142,0.00004356994,0.0002133945,0.00009416454,0.0003074992,4.406615e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173097,"about_ca_system_score_gemma":0.001696915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4576684,"about_ca_topic_score_gemma":0.2722023,"domain_scores_codex":[0.9972627,0.0004185048,0.0009188688,0.0006137605,0.0003880965,0.0003980801],"domain_scores_gemma":[0.998983,0.0001934419,0.0002134796,0.0003167204,0.0001168683,0.0001764881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006185364,0.0003066693,0.8523878,0.003920018,0.00008708902,0.0001238782,0.0419343,0.0003648221,0.007588048,0.000005864321,0.0007738975,0.09188904],"study_design_scores_gemma":[0.0145339,0.0005085864,0.4369026,0.0005784055,0.0001040798,0.000008150142,0.5329117,0.0103292,0.001546536,0.00003678395,0.00156819,0.000971872],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928907,0.0005157648,0.0005596459,0.003843739,0.0001351884,0.00177153,0.00004809948,0.00002693696,0.0002083548],"genre_scores_gemma":[0.9904925,0.000005888912,0.001367892,0.007823574,0.0000980324,0.00005110175,0.0001013499,0.00003193971,0.00002773398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4909774,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02718203528355137,"score_gpt":0.3121201498598142,"score_spread":0.2849381145762629,"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."}}