{"id":"W3160659583","doi":"10.1161/circ.138.suppl_1.16594","title":"Abstract 16594: Clinical Outcomes in Digital Electrocardiography: Evaluation of Mortality in Atrial Fibrillation (Code Study)","year":2018,"lang":"en","type":"article","venue":"Circulation","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Milton District Hospital","funders":"","keywords":"Medicine; Atrial fibrillation; Electrocardiography; Cardiology; Internal medicine; Intensive care medicine","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":[0.002175076,0.0004813677,0.0006053512,0.0009778226,0.0003834941,0.001095902,0.0007004404,0.0005415548,0.00168768],"category_scores_gemma":[0.003952489,0.0002951113,0.0009201646,0.001595311,0.0003139988,0.0006051681,0.001352981,0.0006536305,0.0004207591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005727329,"about_ca_system_score_gemma":0.0009795509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004675947,"about_ca_topic_score_gemma":0.005758464,"domain_scores_codex":[0.9980093,0.0008023072,0.0002443946,0.0003768881,0.0003886251,0.0001785363],"domain_scores_gemma":[0.9967654,0.0004435825,0.001548435,0.0002392498,0.0004041745,0.0005993306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001898998,0.0002117815,0.993692,0.0001872899,0.0004213356,0.0000578251,0.00008810643,0.00005822541,0.0002108637,0.00004060055,0.0007745429,0.00235836],"study_design_scores_gemma":[0.0006185566,0.0007305766,0.9970879,0.00004706864,0.0003075405,0.0001636917,0.00009038072,0.0001793451,0.00005327918,0.00003047798,0.0006832715,0.000007992406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901913,0.000680972,0.0002359867,0.0001817853,0.00003288824,0.0003153599,0.007642488,0.00001180773,0.0007072572],"genre_scores_gemma":[0.9860114,0.0004521098,0.000579241,0.0001667278,0.0001067693,0.000669343,0.01133629,0.00000907404,0.0006690191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004675947,"threshold_uncertainty_score":0.01150304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195807466708177,"score_gpt":0.4376620818491759,"score_spread":0.3180813351783582,"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."}}