{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003625652,0.0006273922,0.0008256253,0.001062035,0.0004262672,0.001570169,0.0005864722,0.001320822,0.002571379],"category_scores_gemma":[0.03814987,0.0003179911,0.0004780903,0.0005756433,0.0007715251,0.001655429,0.0005674768,0.001184004,0.001509495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004266292,"about_ca_system_score_gemma":0.000392564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001238461,"about_ca_topic_score_gemma":0.002106435,"domain_scores_codex":[0.9958789,0.001674136,0.0005333532,0.0003257765,0.00140231,0.0001854583],"domain_scores_gemma":[0.9700419,0.01992177,0.005080096,0.00138813,0.002922722,0.0006453455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002944522,0.0004460592,0.5272707,0.0004941084,0.000513722,0.0006855953,0.0004792793,0.0009523488,0.008631961,0.001262801,0.01294694,0.443372],"study_design_scores_gemma":[0.0007254655,0.004604957,0.8830588,0.00103277,0.001054304,0.008602273,0.001153004,0.009553889,0.02889708,0.00560594,0.05545914,0.0002523236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.854046,0.02734116,0.04579492,0.02287608,0.002156444,0.0003512742,0.001670389,0.001472585,0.04429112],"genre_scores_gemma":[0.9740301,0.002604978,0.01352547,0.00458024,0.0009775717,0.00005692888,0.0002612769,0.00008958665,0.003873928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003625652,"threshold_uncertainty_score":0.01917446,"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."}}