{"id":"W1987466684","doi":"10.1161/strokeaha.115.008714","title":"Atrial Premature Beats Predict Atrial Fibrillation in Cryptogenic Stroke","year":2015,"lang":"en","type":"article","venue":"Stroke","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":199,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cégep de Lévis; Thunder Bay Regional Health Sciences Centre; Kingston General Hospital; Grey Nuns Community Hospital; Vancouver Hospital and Health Sciences Centre; Fleming College; London Health Sciences Centre; University Health Network; Health Sciences Centre; Ottawa Hospital; Hôpital de l'Enfant-Jésus; Montreal General Hospital; Population Health Research Institute; St. Michael's Hospital; Sunnybrook Health Science Centre; Heart and Stroke Foundation; Hamilton Health Sciences; Island Health; University of Toronto","funders":"","keywords":"Medicine; Atrial fibrillation; Premature atrial contraction; Cardiology; Internal medicine; Stroke (engine)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006325241,0.0002885943,0.0003094678,0.0005223582,0.0003023196,0.0005553931,0.0002769249,0.0004591739,0.00209355],"category_scores_gemma":[0.005056977,0.0001874196,0.0003820165,0.0005151702,0.000272435,0.0002977881,0.0003317679,0.0006238433,0.0002637697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001538394,"about_ca_system_score_gemma":0.0003078311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287482,"about_ca_topic_score_gemma":0.001400465,"domain_scores_codex":[0.9997135,0.00008208561,0.00003762973,0.00005920829,0.00005499941,0.00005244993],"domain_scores_gemma":[0.996546,0.0009895962,0.001554501,0.0001195916,0.0002146399,0.0005756901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002751766,0.00003047649,0.9984456,0.000006443402,0.0000210273,0.00005673561,0.00001186898,0.00003390136,0.00006319254,0.000007038469,0.0000368788,0.001011606],"study_design_scores_gemma":[0.00003005701,0.0002005587,0.9985934,0.000008050523,0.00004369621,0.0004216587,0.00003218889,0.0005004312,0.00005009786,0.00005589615,0.00006098447,0.00000309488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992456,0.0002691527,0.00006950225,0.0000635839,0.000006882672,0.00000600689,0.00008676727,0.000002777615,0.0002496774],"genre_scores_gemma":[0.9997472,0.00005798415,0.0000527603,0.0000108568,0.00001549416,0.000002063538,0.0000771274,7.680758e-7,0.00003573272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00209355,"threshold_uncertainty_score":0.007003605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05651102758954977,"score_gpt":0.3246693167986485,"score_spread":0.2681582892090987,"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."}}