{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001792104,0.0001271876,0.0003645454,0.00004188156,0.0001460942,0.00002754177,0.00001011083,0.00007392996,0.0001496202],"category_scores_gemma":[0.0004626615,0.0001223301,0.0003436226,0.0001288317,0.00008002846,0.0001444635,0.00002964693,0.00006158289,0.00001199573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004364053,"about_ca_system_score_gemma":0.0001101459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001701186,"about_ca_topic_score_gemma":0.000002145028,"domain_scores_codex":[0.9989494,0.0000401853,0.0003540829,0.0002751913,0.0002322757,0.0001488734],"domain_scores_gemma":[0.9990657,0.0003686468,0.0001050111,0.0001075969,0.0002445755,0.000108481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006526615,0.00004375137,0.3228162,0.002790903,0.002180839,0.0000255937,0.02487056,0.0045788,0.01987295,0.1725231,0.4417129,0.002057823],"study_design_scores_gemma":[0.02941153,0.00292072,0.1332569,0.0004373402,0.001276922,0.00111838,0.01201326,0.05433847,0.008544412,0.0117598,0.74354,0.001382253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5917698,0.003965016,0.006213414,0.3902793,0.0006865385,0.006104615,0.0001168353,0.0002185342,0.0006459975],"genre_scores_gemma":[0.9813223,0.0002121736,0.01268636,0.00219256,0.003040404,0.000005358949,0.00005368706,0.00002039809,0.0004667213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3895526,"threshold_uncertainty_score":0.4988478,"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."}}