{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001939871,0.00008475239,0.0003538292,0.0003285796,0.00002058851,0.00001463516,0.0000310523,0.0000900046,0.00001810188],"category_scores_gemma":[0.0007404992,0.00008021868,0.0002686834,0.0005344326,0.00003738454,0.0001664774,0.000008327319,0.0001035988,0.00000735811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009699687,"about_ca_system_score_gemma":0.00007673641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002012617,"about_ca_topic_score_gemma":0.00021414,"domain_scores_codex":[0.9983271,0.00009704001,0.0006709875,0.0002376217,0.0005516829,0.0001155932],"domain_scores_gemma":[0.9991886,0.0001000038,0.0001763068,0.0002335362,0.0002667466,0.0000348334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006952143,0.0001041515,0.9780009,0.000007965326,0.0001546228,0.000001199645,0.0001119388,0.001485286,0.0001541411,0.000002014164,8.577532e-7,0.01990738],"study_design_scores_gemma":[0.002198276,0.0001148447,0.980042,0.00003132445,0.0002776891,4.143519e-7,0.00008422907,0.01684854,0.00002844463,0.0003068985,0.000002007308,0.00006528784],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988171,0.0000463383,0.00009217773,0.0000178081,0.0001591727,0.0004499043,0.000003093478,0.00001856511,0.0003958291],"genre_scores_gemma":[0.9993303,0.000005438779,0.00002443796,0.000002688202,0.0005878654,0.000003151241,0.000036041,0.000007872558,0.00000219182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01984209,"threshold_uncertainty_score":0.3271223,"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."}}