{"id":"W2892171211","doi":"10.9778/cmajo.20180031","title":"Effects of medical scribes on physician productivity in a Canadian emergency department: a pilot study","year":2018,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queensway-Carleton Hospital; York University; University of Calgary; Canadian Veterinary Medical Association; University of Ottawa","funders":"","keywords":"Medicine; Emergency department; Emergency medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003971051,0.0001782182,0.00053077,0.0001972641,0.0004482575,0.000006841816,0.0008125078,0.0001095072,0.0004482858],"category_scores_gemma":[0.001030789,0.0001530999,0.00002181788,0.0005579459,0.00005439289,0.0001333918,0.0002444385,0.0006516079,0.0005511325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008406976,"about_ca_system_score_gemma":0.004898005,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9047558,"about_ca_topic_score_gemma":0.9877526,"domain_scores_codex":[0.9950044,0.002120136,0.000713948,0.0004844317,0.0005499962,0.001127056],"domain_scores_gemma":[0.9982406,0.000277936,0.0002244467,0.0005523528,0.0001364753,0.0005681848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003706889,0.004030212,0.9348453,0.001457233,0.00009422621,0.00005551231,0.01392435,2.507482e-7,0.0002398809,0.002911808,0.02892908,0.0131414],"study_design_scores_gemma":[0.003636191,0.01042146,0.9417607,0.001498137,0.00002504301,9.343937e-7,0.001381121,0.00005508735,0.0003597784,0.0004873642,0.0400519,0.0003222696],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9682927,0.0001093581,0.000003097609,0.002551368,0.001640482,0.0100064,0.00001040341,0.00002397791,0.01736219],"genre_scores_gemma":[0.9959268,0.00001531058,0.000009152481,0.0007861455,0.0007335542,0.001685355,0.000005236842,0.00003319163,0.000805229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08299682,"threshold_uncertainty_score":0.8688851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08327132453535527,"score_gpt":0.4651059445598112,"score_spread":0.381834620024456,"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."}}