{"id":"W3173908856","doi":"10.1016/j.ejim.2021.05.038","title":"Device-detected atrial high rate episodes and the risk of stroke/thrombo-embolism and atrial fibrillation incidence: a systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"European Journal of Internal Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"National Institute for Health and Care Research","keywords":"Medicine; Atrial fibrillation; Meta-analysis; Cardiology; Stroke (engine); Incidence (geometry); Internal medicine; Embolism","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01035778,0.0005295184,0.01182006,0.0006618498,0.00008789526,0.00006063427,0.0002340524,0.00008175474,0.0002175185],"category_scores_gemma":[0.009356754,0.0002387418,0.003477586,0.0006517814,0.0003852145,0.0001305244,0.0002217771,0.0005999848,0.000003080655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003996665,"about_ca_system_score_gemma":0.00007696382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005916972,"about_ca_topic_score_gemma":0.000004900483,"domain_scores_codex":[0.9884543,0.006432724,0.003857536,0.0003403297,0.0007404007,0.0001747101],"domain_scores_gemma":[0.9890499,0.003294633,0.00643993,0.000412121,0.0005938853,0.0002095061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0007887337,0.000003093266,0.0004233771,0.4334296,0.5383645,0.0003657265,0.0004725663,0.00001484368,0.000002166461,0.0002058138,0.0002947389,0.0256349],"study_design_scores_gemma":[0.003594647,0.0003960638,0.0003245643,0.0748132,0.9087045,0.0006349145,0.00008344615,0.00002430615,3.517203e-7,0.00001701396,0.01123369,0.0001732613],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004421178,0.9953823,0.0003575971,0.001775565,0.0002987144,0.001647078,0.00002768396,0.000009447541,0.00005946895],"genre_scores_gemma":[0.003186687,0.9930064,0.0002617682,0.0001477313,0.002873166,8.114504e-7,0.0000140854,0.00004562186,0.0004637409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3703401,"threshold_uncertainty_score":0.9989879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08664772173939048,"score_gpt":0.3667620827899064,"score_spread":0.2801143610505159,"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."}}