{"id":"W2989627761","doi":"10.1093/europace/euz292","title":"The association between patterns of atrial fibrillation, anticoagulation, and cardiovascular events","year":2019,"lang":"en","type":"article","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Sanofi; Nakatani Foundation for Advancement of Measuring Technologies in Biomedical Engineering; Servier; Amgen; Pfizer; Bayer","keywords":"Medicine; Atrial fibrillation; 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":[0.0006104574,0.00007680528,0.0002505817,0.00004489657,0.00007122722,0.0000168876,0.00003577858,0.00004351794,0.00002492215],"category_scores_gemma":[0.0003271,0.00005683571,0.0002283772,0.0001225234,0.000008305,0.00007198784,0.00004125658,0.00004715731,0.00004293394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002749427,"about_ca_system_score_gemma":0.00001515312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001983581,"about_ca_topic_score_gemma":0.000001051732,"domain_scores_codex":[0.9989939,0.0001097851,0.000243469,0.0001401438,0.000399921,0.0001128162],"domain_scores_gemma":[0.9991511,0.0003071945,0.0001603176,0.0002331582,0.000114246,0.00003394485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003075106,3.027441e-7,0.9948298,0.0000379678,0.0004311869,2.652103e-7,0.00005341451,0.0002010267,0.00004709691,0.0001769536,0.00008226889,0.004108982],"study_design_scores_gemma":[0.001054451,0.0000426353,0.9110888,0.00001954424,0.0003119939,6.927207e-7,0.00003123221,0.0001455928,0.00008200129,0.00005131086,0.08711844,0.00005332768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960694,0.0008202167,0.0004344248,0.00124514,0.0002988207,0.0004720134,0.000004745551,0.00002587017,0.0006293108],"genre_scores_gemma":[0.9932415,0.0003812372,0.00004975522,0.00001194923,0.001043839,1.132494e-7,0.00001903741,0.00001266803,0.005239832],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08703617,"threshold_uncertainty_score":0.2317693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02675775200144227,"score_gpt":0.2843776576009155,"score_spread":0.2576199055994733,"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."}}