{"id":"W2901353205","doi":"10.1161/circ.132.suppl_3.17684","title":"Abstract 17684: A Novel System for the Rapid and Automated Detection of Atrial Fibrillation","year":2015,"lang":"en","type":"article","venue":"Circulation","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kruger (Canada)","funders":"","keywords":"Medicine; Atrial fibrillation; Normal Sinus Rhythm; Sinus rhythm; Cardiology; Internal medicine; Electrocardiography; Rhythm; Heart rate; Blood pressure","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":[0.0008801222,0.000504974,0.000584375,0.001035275,0.0002523156,0.0006863346,0.0007697124,0.0009920185,0.01089007],"category_scores_gemma":[0.001239211,0.0002259263,0.000188418,0.0004563683,0.0002398695,0.000672975,0.0006101275,0.0003718839,0.005121158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002454355,"about_ca_system_score_gemma":0.0002693307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004027474,"about_ca_topic_score_gemma":0.0004720751,"domain_scores_codex":[0.9992211,0.0001110414,0.00006926207,0.000246932,0.0003188938,0.00003289605],"domain_scores_gemma":[0.9993364,0.0001624011,0.00008893808,0.0001090197,0.0002596522,0.00004349303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001605512,0.0003452833,0.01335116,0.0002748997,0.0001383539,0.0003799054,0.0001571249,0.001490934,0.4116057,0.001124679,0.02273246,0.546794],"study_design_scores_gemma":[0.001095249,0.004376054,0.1162052,0.0001671418,0.0005339023,0.006394526,0.0001043173,0.2388517,0.4643815,0.001983959,0.1654625,0.000444009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3410264,0.002571085,0.5722112,0.0007736675,0.0008691183,0.001306179,0.004196135,0.06049042,0.01655582],"genre_scores_gemma":[0.6309834,0.0005907723,0.3355468,0.001325788,0.0003713977,0.001202367,0.00377939,0.0005838689,0.02561618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01089007,"threshold_uncertainty_score":0.0364309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04809367382715895,"score_gpt":0.2961866533885902,"score_spread":0.2480929795614312,"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."}}