{"id":"W2999685931","doi":"10.1016/j.jacc.2019.11.013","title":"Atrial Failure as a Clinical Entity","year":2020,"lang":"en","type":"review","venue":"Journal of the American College of Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":282,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Medicine; Heart failure; Cardiology; Atrial fibrillation; Etiology; Intensive care medicine; Internal medicine; Quality of life (healthcare)","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":[0.001057456,0.0002532084,0.006308408,0.0001957562,0.00004049944,0.000004922379,0.0004684231,0.0001808595,0.00003213056],"category_scores_gemma":[0.002368346,0.0001401745,0.007746132,0.0006549843,0.000463298,0.00003337124,0.0002515218,0.0007500384,0.00002659736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009406109,"about_ca_system_score_gemma":0.001100723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002296918,"about_ca_topic_score_gemma":6.69003e-7,"domain_scores_codex":[0.9960848,0.001245311,0.001889002,0.0001908346,0.0004193721,0.0001706753],"domain_scores_gemma":[0.994139,0.0009188168,0.004184727,0.0003902247,0.000216935,0.0001503245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00242482,0.00001000463,0.0205349,0.00351022,0.01756071,0.001524216,0.00001168617,0.00002002582,0.000001778309,0.0009959819,0.1273983,0.8260074],"study_design_scores_gemma":[0.0009392675,0.001048479,0.0006348288,0.0008753448,0.008048551,0.001641156,0.00004612863,6.583491e-7,1.530102e-7,0.00006314061,0.9865964,0.000105875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003888886,0.9871924,0.00007695331,0.007566207,0.002871848,0.0008413477,0.00007081292,0.00001022506,0.0009812983],"genre_scores_gemma":[0.0008703196,0.9837068,0.000507454,0.0001645302,0.01415172,4.707955e-7,0.00000297241,0.00002864127,0.0005670332],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8591982,"threshold_uncertainty_score":0.7812182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09988471073898979,"score_gpt":0.4294935255075005,"score_spread":0.3296088147685107,"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."}}