{"id":"W2801420383","doi":"10.1017/cem.2018.217","title":"P019: The path of least resistance: how computerized provider order entry can lead to (and reduce) wasteful practices","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Emergency department; Psychological intervention; Intervention (counseling); Emergency medicine; Lactate dehydrogenase; Medical emergency; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.009685786,0.0005761621,0.0005318193,0.0009102009,0.004732053,0.01024082,0.00242917,0.009830863,0.04434283],"category_scores_gemma":[0.07959034,0.000466863,0.001242928,0.001179232,0.007875045,0.009793268,0.004884933,0.01087769,0.005967102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00494973,"about_ca_system_score_gemma":0.02719477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103999,"about_ca_topic_score_gemma":0.01826381,"domain_scores_codex":[0.9890832,0.006395631,0.000439468,0.001014393,0.002012569,0.001054714],"domain_scores_gemma":[0.9433528,0.0336141,0.004459538,0.002731756,0.008259054,0.007582737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008489629,0.001253816,0.02658507,0.001590044,0.000241433,0.001006371,0.006694373,0.001279809,0.001102316,0.172679,0.3470423,0.4396764],"study_design_scores_gemma":[0.0008269622,0.001451411,0.03549949,0.005278398,0.0004427026,0.001526262,0.01742728,0.005615159,0.003766106,0.5797107,0.3481212,0.0003343183],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01769609,0.001291398,0.005538004,0.9292535,0.002352661,0.0001041826,0.0001993315,0.0001991147,0.04336586],"genre_scores_gemma":[0.6153219,0.005490017,0.0321502,0.3133734,0.004667714,0.0004168527,0.0002994471,0.0005029887,0.02777759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04434283,"threshold_uncertainty_score":0.1483416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1516603378928567,"score_gpt":0.4542558896065945,"score_spread":0.3025955517137378,"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."}}