{"id":"W3021521146","doi":"10.1016/j.hrthm.2020.04.033","title":"Rationale, considerations, and goals for atrial fibrillation centers of excellence: A Heart Rhythm Society perspective","year":2020,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center","funders":"National Institutes of Health","keywords":"Medicine; Atrial fibrillation; Excellence; Heart Rhythm; Health care; Heart failure; Intensive care medicine; Quality of life (healthcare); Perspective (graphical); Stroke (engine); Ambulatory care; Healthcare system; Medical emergency; Cardiology; Nursing","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":[0.04935808,0.001651769,0.002054023,0.003496308,0.008240158,0.02316354,0.005457838,0.03011666,0.008515252],"category_scores_gemma":[0.07472403,0.001078247,0.002490438,0.002197514,0.01225228,0.01423835,0.01195451,0.05034236,0.002014048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01697959,"about_ca_system_score_gemma":0.07294159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01175616,"about_ca_topic_score_gemma":0.03105164,"domain_scores_codex":[0.9674694,0.01300498,0.003876899,0.002401896,0.009355417,0.003891399],"domain_scores_gemma":[0.9299216,0.01948784,0.005210607,0.001422303,0.02027319,0.02368438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000144481,0.0006626422,0.007468049,0.001209917,0.0002317755,0.0009882686,0.002418245,0.001922156,0.0005896616,0.4656031,0.4429994,0.07576229],"study_design_scores_gemma":[0.0004939759,0.0004338078,0.008302539,0.01362895,0.0003210051,0.001448157,0.008640617,0.002347076,0.0004987647,0.367841,0.5955784,0.0004657493],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008650151,0.009744298,0.002060817,0.9762636,0.004285128,0.00004253208,0.00006351928,0.00004282856,0.006632232],"genre_scores_gemma":[0.09717726,0.03275141,0.03059913,0.8032864,0.02927842,0.0007154036,0.0003926251,0.0001809581,0.005618299],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04935808,"threshold_uncertainty_score":0.2610336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07017724778331146,"score_gpt":0.3385801610000467,"score_spread":0.2684029132167352,"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."}}