{"id":"W1970627024","doi":"10.1093/eurheartj/ehp235","title":"Early and comprehensive management of atrial fibrillation: executive summary of the proceedings from the 2nd AFNET-EHRA consensus conference ‘research perspectives in AF’","year":2009,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":202,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Atrial fibrillation; Sinus rhythm; Antithrombotic; Catheter ablation; Cardiology; Intensive care medicine; Stroke (engine); Management of atrial fibrillation; Population; Internal medicine; Heart failure","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":[0.0008267681,0.0001075452,0.0002647941,0.0001065175,0.000161311,0.00005630694,0.0001203848,0.00002375221,0.00003783132],"category_scores_gemma":[0.0001169237,0.00006491681,0.0001412152,0.000299823,0.0002784709,0.00006872482,0.0001266239,0.000313532,0.000003309674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003340247,"about_ca_system_score_gemma":0.00003682236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002052118,"about_ca_topic_score_gemma":0.00000125841,"domain_scores_codex":[0.9984948,0.0002981494,0.0003663162,0.0001686929,0.0004983046,0.000173739],"domain_scores_gemma":[0.9989381,0.000310695,0.0001872471,0.0001350103,0.0003692624,0.00005969141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002303559,0.00001966755,0.9508646,0.00007454972,0.0004045266,0.00007823518,0.01676106,0.00007317656,0.003451297,0.009754806,0.01058802,0.005626467],"study_design_scores_gemma":[0.001824182,0.0002609508,0.9771709,0.0004175186,0.00006149815,0.0000311769,0.009020329,0.00005485072,0.00008232251,0.000508029,0.01050761,0.00006057263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9766167,0.001862912,0.000004236977,0.009664581,0.00009765934,0.0005474666,0.000004697323,0.000006983465,0.01119474],"genre_scores_gemma":[0.9974464,0.0006231192,0.000410627,0.00005879083,0.0007659561,8.353503e-8,9.277836e-7,0.000009399304,0.0006847047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02630632,"threshold_uncertainty_score":0.2647231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732998149343658,"score_gpt":0.3812412314339097,"score_spread":0.2079414164995439,"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."}}