{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003652174,0.0006886097,0.0003979078,0.0009391083,0.003582813,0.000750491,0.001587297,0.0007102198,0.002100013],"category_scores_gemma":[0.009681575,0.0003831763,0.0008140097,0.00159262,0.001340144,0.0004675742,0.0007756925,0.001048052,0.0002085476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02996789,"about_ca_system_score_gemma":0.04040379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9285428,"about_ca_topic_score_gemma":0.9579666,"domain_scores_codex":[0.9965739,0.0006835351,0.0001310536,0.0003187296,0.001396201,0.000896644],"domain_scores_gemma":[0.9877801,0.00195976,0.00182806,0.0004343748,0.00428846,0.003709166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007246588,0.01886792,0.8810536,0.0005096907,0.0002705538,0.0006180567,0.01408653,0.0009047706,0.003071469,0.0002516836,0.005022394,0.06809687],"study_design_scores_gemma":[0.0004755649,0.005913689,0.9876417,0.00002974427,0.00006104583,0.00004955523,0.003479233,0.0006707583,0.0003622095,0.00002595346,0.001248145,0.0000424499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981765,0.00006251839,0.00007669883,0.0001439173,0.000008231154,0.0003563378,0.0002833972,0.000006737037,0.0008857988],"genre_scores_gemma":[0.9973462,0.0001589501,0.000932731,0.0002405747,0.00002087933,0.0002557219,0.000315418,0.000004169267,0.0007254179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07145721,"threshold_uncertainty_score":0.2174333,"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."}}