{"id":"W3014210181","doi":"10.4037/ccn2020363","title":"Double Trouble: Patients With Both True and False Arrhythmia Alarms","year":2020,"lang":"en","type":"article","venue":"Critical Care Nurse","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"College & Association of Registered Nurses of Alberta","funders":"","keywords":"Medicine; Intensive care unit; ALARM; False alarm; Electrocardiography; Intensive care; Cardiac arrhythmia; Coronary care unit; Emergency medicine; Medical emergency; Intensive care medicine; Cardiology; Atrial fibrillation; Artificial intelligence; Computer science; Myocardial infarction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003446616,0.0001543158,0.0002709319,0.00004362302,0.0001043125,0.00001514061,0.0000519816,0.0001939585,0.00003924836],"category_scores_gemma":[0.0002902495,0.0001222014,0.00003124806,0.0001588242,0.0002328036,0.0000898318,0.0000220956,0.0004211149,0.00002263493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004389412,"about_ca_system_score_gemma":0.00007174884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000172405,"about_ca_topic_score_gemma":0.000004426895,"domain_scores_codex":[0.9989078,0.00002377967,0.000180329,0.0003314377,0.0002252693,0.0003313803],"domain_scores_gemma":[0.9990178,0.00008860468,0.00001863787,0.0002053604,0.0002041967,0.0004653942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002157542,0.0001114341,0.9338482,0.001123748,0.00003092727,0.0003298305,0.00331074,7.444398e-7,0.00007011482,0.004415599,0.0004136348,0.05418749],"study_design_scores_gemma":[0.04648199,0.0244299,0.819519,0.002149087,0.001147363,0.0002462168,0.0237771,0.000220471,0.009647591,0.0004785314,0.06996091,0.001941806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98368,0.0005809249,0.00009466347,0.01366505,0.0002468925,0.0004059103,0.00002109437,0.0002212818,0.001084152],"genre_scores_gemma":[0.9973933,0.000006023809,0.0006762219,0.001502171,0.0003105166,0.00002817617,0.00003821232,0.00002638456,0.00001904972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1143292,"threshold_uncertainty_score":0.4983227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934030101354263,"score_gpt":0.3190525929038435,"score_spread":0.2897122918903008,"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."}}