{"id":"W2797553718","doi":"10.1136/bmjoq-2018-000345","title":"Path of least resistance: how computerised provider order entry can lead to (and reduce) wasteful practices","year":2018,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Electronic Health Records Systems","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"University Health Network","keywords":"Medicine; Emergency department; Psychological intervention; Emergency medicine; Work (physics); Medical emergency; Nursing; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008626511,0.0002509698,0.0008478758,0.0000748223,0.0007271972,0.00007991711,0.000665347,0.0002581554,0.0001877632],"category_scores_gemma":[0.004348414,0.0002172413,0.00003892741,0.0004399634,0.0001532144,0.0003741422,0.0006408489,0.0006023528,0.0001135389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003663797,"about_ca_system_score_gemma":0.004468107,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01257252,"about_ca_topic_score_gemma":0.03525368,"domain_scores_codex":[0.9915273,0.004952875,0.001371172,0.0006981253,0.0005322114,0.0009182941],"domain_scores_gemma":[0.9936673,0.001123115,0.002797887,0.001063458,0.0009587386,0.0003895184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.007301531,0.0007438051,0.13438,0.02602843,0.0003051599,0.00002106623,0.08063894,7.772954e-7,0.006497962,0.01242899,0.6877813,0.04387212],"study_design_scores_gemma":[0.005794485,0.001287605,0.1538546,0.005493912,0.00006117009,0.00001361853,0.03817007,0.0001153773,0.0009565201,0.0006641446,0.7923779,0.001210623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8773296,0.0002321382,0.0008725528,0.07837708,0.001643723,0.01557064,0.0001312841,0.00009177391,0.02575115],"genre_scores_gemma":[0.9488987,0.00002003732,0.008329923,0.003645355,0.001255968,0.001129023,0.00002074469,0.00005634245,0.03664386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045966,"threshold_uncertainty_score":0.9940028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2807687709039834,"score_gpt":0.5770375359092406,"score_spread":0.2962687650052572,"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."}}