{"id":"W2320118316","doi":"10.1056/em200603140000011","title":"Cardiac Monitors Detect Few Events and Sound Many False Alarms","year":2006,"lang":"en","type":"article","venue":"Journal watch","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Observational study; Emergency department; Chest pain; Emergency medicine; Medical emergency; Intensive care medicine; Cardiology; Internal medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003675449,0.000129009,0.0002689729,0.00009916382,0.0002518538,0.00001827556,0.00006148613,0.000206154,0.00001229947],"category_scores_gemma":[0.00005119458,0.0001020991,0.00009127562,0.0001277248,0.00003806103,0.00008313598,0.00003000752,0.0006874775,0.00002611842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331767,"about_ca_system_score_gemma":0.00003972533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001265113,"about_ca_topic_score_gemma":0.000007263945,"domain_scores_codex":[0.9989209,0.0000591862,0.0003020581,0.000147392,0.0002497841,0.0003207215],"domain_scores_gemma":[0.999441,0.00004762155,0.0001014731,0.0001538803,0.00008194469,0.0001740879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005351993,0.00003794572,0.976618,0.00004723345,0.00005301709,0.0001457941,0.00009142921,0.000002010177,0.001400826,0.00001942484,0.001908859,0.01962192],"study_design_scores_gemma":[0.001918272,0.0007848095,0.9428557,0.0003700816,0.0002090592,0.001603689,0.000373668,0.00002343822,0.01029433,0.01125761,0.02998141,0.0003278947],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913353,0.001924323,0.0001101081,0.005093697,0.001115804,0.0001586902,0.000002524781,0.00006543235,0.0001941551],"genre_scores_gemma":[0.9965227,0.0008414709,0.0006147751,0.00006531809,0.001193094,0.000005314982,0.000002409857,0.00001938599,0.0007355671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03376228,"threshold_uncertainty_score":0.4163481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01981341100808839,"score_gpt":0.3044250675212886,"score_spread":0.2846116565132002,"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."}}