{"id":"W3215200044","doi":"10.1016/j.jacep.2021.09.015","title":"Temporal Association of Atrial Fibrillation With Cardiac Implanted Electronic Device Detected Heart Failure Status","year":2021,"lang":"en","type":"article","venue":"JACC. Clinical electrophysiology","topic":"Cardiac pacing and defibrillation studies","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Population Health Research Institute; McMaster University","funders":"Servier; Boston Scientific Corporation; Medtronic; Pfizer","keywords":"Medicine; Atrial fibrillation; Internal medicine; Heart failure; Cardiology; Cardiac resynchronization therapy; Ambulatory; Natriuretic peptide; Implantable loop recorder; Comorbidity; Ejection fraction","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":[0.000403206,0.0002195296,0.00142873,0.00008949704,0.00009749115,0.00001193371,0.00002023343,0.0003598962,0.00002410825],"category_scores_gemma":[0.001634835,0.0001825844,0.0006739719,0.0006146673,0.00008021554,0.00005602503,0.00004463995,0.0004812097,0.00003000407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002348243,"about_ca_system_score_gemma":0.000943721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009104642,"about_ca_topic_score_gemma":0.000111281,"domain_scores_codex":[0.99707,0.0006253805,0.0008043544,0.0005043673,0.0003462263,0.0006496446],"domain_scores_gemma":[0.9968442,0.001379919,0.0004565694,0.0003405728,0.0008443792,0.0001343474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004870208,0.00005490013,0.8385993,0.00006830678,0.002519204,0.000008818745,0.00005514628,0.000184059,0.1438729,0.0001204913,0.007503442,0.002143161],"study_design_scores_gemma":[0.004899176,0.004152463,0.862893,0.00006237988,0.0009189519,0.0001349947,0.00009652902,0.00009585176,0.009662005,0.0001476341,0.1165836,0.0003534481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966272,0.001439734,0.00008270761,0.0005916167,0.0004254716,0.0003013793,0.0000360932,0.0001082642,0.0003875475],"genre_scores_gemma":[0.9959344,0.0008725587,0.0007399112,0.0001813216,0.001683393,0.000004447433,0.00030946,0.00002962745,0.0002449169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1342109,"threshold_uncertainty_score":0.7445577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538280324672338,"score_gpt":0.3253068150658256,"score_spread":0.3099240118191023,"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."}}