{"id":"W2056939163","doi":"10.1186/cc5405","title":"Diagnostic accuracy of automated computerised electrocardiogram interpretation compared with a panel of experienced cardiologists","year":2007,"lang":"en","type":"article","venue":"Critical Care","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Interpretation (philosophy); Electrocardiography; Primary care; Emergency medicine; Medical physics; Intensive care medicine; Medical emergency; Cardiology; Family medicine; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004572182,0.0003986695,0.00054128,0.00144046,0.00019416,0.0009869349,0.0005165844,0.001024747,0.001188548],"category_scores_gemma":[0.02383022,0.0001917643,0.0003699291,0.0005501157,0.0004291886,0.0006299099,0.0005987858,0.0003721522,0.0003281817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003464435,"about_ca_system_score_gemma":0.0002800667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213298,"about_ca_topic_score_gemma":0.001438529,"domain_scores_codex":[0.9942495,0.003325231,0.0004327212,0.0006998703,0.001022813,0.0002698166],"domain_scores_gemma":[0.9780461,0.01539883,0.001994625,0.001013416,0.002915513,0.0006314922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007340627,0.0003395758,0.917726,0.0001668197,0.0005505951,0.0002542721,0.0003477295,0.002527358,0.003313884,0.0001913537,0.0009351644,0.06630664],"study_design_scores_gemma":[0.0005497963,0.004950829,0.9445721,0.0001298572,0.0006024234,0.002177416,0.0003234429,0.04001508,0.004651434,0.0005428088,0.001413574,0.00007131104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994729,0.001038604,0.001585415,0.0001560293,0.00005878832,0.00004347937,0.0001760228,0.00004173497,0.002170988],"genre_scores_gemma":[0.9977048,0.0001324138,0.001680983,0.00007737145,0.00005232364,0.00001295745,0.0001838184,0.000004201747,0.0001511341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004572182,"threshold_uncertainty_score":0.02418029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02587000709546376,"score_gpt":0.356195605414882,"score_spread":0.3303255983194182,"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."}}