{"id":"W2997736149","doi":"10.1093/europace/euz350","title":"Atrial fibrillation and stroke: chicken or egg? Does it really matter?","year":2019,"lang":"en","type":"letter","venue":"EP Europace","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute; Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002252227,0.0003979896,0.0007145578,0.00024937,0.00008369363,0.000126037,0.0001127374,0.0004288962,0.001576359],"category_scores_gemma":[0.0002481287,0.000261139,0.0003113327,0.0001472326,0.00005854451,0.0001346073,0.0001565439,0.0006107545,0.001385859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005716812,"about_ca_system_score_gemma":0.00008569578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003206223,"about_ca_topic_score_gemma":0.00000810668,"domain_scores_codex":[0.9978939,0.00015794,0.0004638277,0.0005787273,0.0005547163,0.000350905],"domain_scores_gemma":[0.9985566,0.0004384991,0.0003404293,0.0005182014,0.0000795862,0.0000666754],"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":[0.000496395,5.09907e-7,0.05874131,0.000587071,0.0002160023,0.0001740487,0.00009804099,0.00000950394,0.00005154793,0.00001341071,0.9385479,0.001064265],"study_design_scores_gemma":[0.001711307,0.000179369,0.02162111,0.0001522327,0.0004870567,0.00004289527,0.0000257772,0.00007808921,0.00001096435,0.00001527575,0.9753532,0.0003227195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0066833,0.0003170196,0.0001096129,0.9693351,0.002272379,0.001361412,0.00007659906,0.0001565377,0.01968804],"genre_scores_gemma":[0.002074619,0.0007419126,0.0005901648,0.2493371,0.04888727,7.116775e-7,0.0006736441,0.0001620594,0.6975325],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.719998,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708972537034091,"score_gpt":0.3089759204294217,"score_spread":0.2718861950590808,"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."}}