{"id":"W4409699820","doi":"10.1016/j.hrthm.2025.04.001","title":"Criteria for the establishment of an atrial fibrillation center of excellence and key operational standards","year":2025,"lang":"en","type":"article","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Atrial fibrillation; Excellence; Key (lock); Center of excellence; Cardiology; Internal medicine; Computer security","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":[0.0003783469,0.00005540241,0.0001695103,0.000055197,0.00006210122,0.00001694816,0.00001686363,0.00002870064,0.0000877861],"category_scores_gemma":[0.000148453,0.00003883577,0.0000774121,0.00007959305,0.00004526017,0.00009271204,0.00002720806,0.00002002929,2.82821e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001780652,"about_ca_system_score_gemma":0.00007528346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001920828,"about_ca_topic_score_gemma":0.000005049881,"domain_scores_codex":[0.9993742,0.0000259077,0.0002378412,0.0001039571,0.0001900115,0.00006804552],"domain_scores_gemma":[0.9994515,0.0001638858,0.00004811523,0.000126485,0.0001889707,0.00002103959],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01661665,0.00006708477,0.678874,0.003488337,0.001168803,0.00000515877,0.003566716,0.003232057,0.01579457,0.09998,0.06842884,0.1087778],"study_design_scores_gemma":[0.006142051,0.000585461,0.1874327,0.0002310215,0.0002397268,0.00002209628,0.0003207437,0.0177186,0.00568025,0.000759738,0.7807379,0.0001296446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695474,0.001105143,0.008234115,0.01762129,0.0008912188,0.00166126,0.0001499339,0.00002302931,0.000766638],"genre_scores_gemma":[0.9953924,0.0001011017,0.002879899,0.000127909,0.0006605183,0.000001567749,0.00003658316,0.000004638228,0.0007954063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7123091,"threshold_uncertainty_score":0.1583677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04021705044913258,"score_gpt":0.3717896328387729,"score_spread":0.3315725823896403,"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."}}