{"id":"W2124719424","doi":"10.1161/circulationaha.108.825380","title":"Prevention of Atrial Fibrillation","year":2009,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":472,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McMaster University","funders":"National Human Genome Research Institute; National Institute on Drug Abuse; National Heart, Lung, and Blood Institute; National Institute on Aging","keywords":"Medicine; Atrial fibrillation; Epidemiology; Intensive care medicine; Clinical trial; Population; Secondary prevention; Cardiology; Internal medicine","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":[0.0001155741,0.00004965624,0.000130494,0.00009947632,0.00002487562,0.000005759953,0.00001362194,0.00004713261,0.00008463463],"category_scores_gemma":[0.000076821,0.00004817513,0.000171758,0.000170101,0.000007885013,0.0001136207,0.000003565965,0.00002068235,0.0000170792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002651852,"about_ca_system_score_gemma":0.00001836781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001656839,"about_ca_topic_score_gemma":2.266769e-7,"domain_scores_codex":[0.9994379,0.00001780676,0.0002268078,0.00009100388,0.000167777,0.00005875521],"domain_scores_gemma":[0.9996651,0.00001889757,0.0001214684,0.0001080653,0.00006323154,0.00002323227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002191573,0.000002816025,0.7773123,0.00002974453,0.00003586294,5.204799e-7,0.00007415487,0.003968637,0.01069286,0.00910408,0.00007168536,0.1984882],"study_design_scores_gemma":[0.0009456901,0.00007878152,0.9884166,0.00002396182,0.00009292186,0.000001986145,0.000009051993,0.003954333,0.0005567695,0.003761097,0.002112405,0.00004637706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866637,0.0001656225,0.007575267,0.0008741307,0.0001455465,0.000395776,4.376134e-7,0.00005680186,0.004122705],"genre_scores_gemma":[0.998001,0.00001524672,0.0007017985,0.00002113554,0.0009453142,6.117418e-8,0.00006235649,0.000003852741,0.0002492513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2111044,"threshold_uncertainty_score":0.1964525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06261957891454945,"score_gpt":0.3469696613501199,"score_spread":0.2843500824355705,"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."}}