{"id":"W7115578257","doi":"10.1016/j.imu.2025.101725","title":"Epic overhaul at a Canadian hospital: Pre-Post evaluation insights from physicians and medical residents","year":2025,"lang":"en","type":"article","venue":"Informatics in Medicine Unlocked","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Telfer School of Management, University of Ottawa; University of Ottawa","keywords":"EPIC; Documentation; Medical record; Delivery system; Electronic medical record; Patient care; Quality management; Medical care","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.005702489,0.0003510264,0.0005483172,0.001168106,0.003288697,0.001190283,0.0007607166,0.0005095928,0.001546025],"category_scores_gemma":[0.01376075,0.0003834016,0.0005914361,0.001475692,0.001179298,0.0005433655,0.001486208,0.001026189,0.0003200599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01515287,"about_ca_system_score_gemma":0.02392232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6171924,"about_ca_topic_score_gemma":0.8274311,"domain_scores_codex":[0.9951686,0.0007984747,0.0001906058,0.0002717223,0.00218835,0.001382346],"domain_scores_gemma":[0.9838825,0.001351265,0.001479722,0.0003084643,0.008896532,0.004081501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001312187,0.002550858,0.8405925,0.0002336828,0.000107254,0.00052491,0.0647612,0.0003338829,0.002399095,0.0001121364,0.004819793,0.0822524],"study_design_scores_gemma":[0.00002232432,0.001457052,0.9776714,0.00003246373,0.00002080693,0.0000476928,0.01735677,0.0001408577,0.0005488233,0.00001082573,0.002650232,0.00004078915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980291,0.0000681422,0.00004945914,0.0002416955,0.000008240557,0.0001029717,0.0002353729,0.000007637291,0.001257436],"genre_scores_gemma":[0.9962697,0.0001606266,0.0004265973,0.000290642,0.0000167732,0.0001175887,0.0004058156,0.000006577693,0.002305674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3828076,"threshold_uncertainty_score":0.7701241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02229173794454323,"score_gpt":0.4144948104338123,"score_spread":0.392203072489269,"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."}}