{"id":"W4400935638","doi":"10.3233/shti240188","title":"Navigating Alert Fatigue: A Case Study in Electronic Health Record Alert Design Optimization","year":2024,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation","funders":"","keywords":"Empathy; Relevance (law); Process (computing); Quality (philosophy); Electronic health record; Health care; Patient safety; Nursing; Process management; Computer science; Knowledge management; Medicine; Business","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":[0.01291719,0.0009801567,0.0005707902,0.001681597,0.005900543,0.002776756,0.002447323,0.005333768,0.001799226],"category_scores_gemma":[0.05252462,0.0007565843,0.0009723828,0.001247618,0.002976004,0.002671755,0.003245422,0.003431479,0.0003991863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003395255,"about_ca_system_score_gemma":0.003454457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003206423,"about_ca_topic_score_gemma":0.008815829,"domain_scores_codex":[0.9811463,0.01399019,0.0008556489,0.00082254,0.00203723,0.001147948],"domain_scores_gemma":[0.9550215,0.03362698,0.003612801,0.001886255,0.002746423,0.003105934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.0006767917,0.008541606,0.06258713,0.001831332,0.0001840487,0.1146948,0.6456272,0.007343889,0.0066707,0.01298484,0.0124446,0.126413],"study_design_scores_gemma":[0.0004047079,0.008352244,0.03815481,0.001983305,0.0002739831,0.09471659,0.6585659,0.04064488,0.02194647,0.01441592,0.1200937,0.0004474665],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568619,0.0005947885,0.02644503,0.009225523,0.0001047085,0.0006671646,0.0001037001,0.0001324778,0.005864737],"genre_scores_gemma":[0.9661974,0.000700367,0.02747151,0.001925947,0.00007544742,0.0003198128,0.00005925721,0.00007296439,0.003177403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01291719,"threshold_uncertainty_score":0.06831348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1232186688917839,"score_gpt":0.4495819942015057,"score_spread":0.3263633253097218,"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."}}