{"id":"W2050265501","doi":"10.1016/s1474-4422(15)70027-x","title":"Diagnosis of atrial fibrillation after stroke and transient ischaemic attack: a systematic review and meta-analysis","year":2015,"lang":"en","type":"review","venue":"The Lancet Neurology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":697,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto; London Health Sciences Centre; Institute for Clinical Evaluative Sciences; Western University","funders":"","keywords":"Atrial fibrillation; Medicine; Stroke (engine); Ambulatory; Internal medicine; Cardiology; Cardiac monitoring; Emergency 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":[0.001123446,0.0003118087,0.009354626,0.000212022,0.00002604469,0.00001252189,0.0001078896,0.0001592371,0.0001422712],"category_scores_gemma":[0.000232366,0.0001573064,0.00190041,0.000371979,0.00009510803,0.00003781888,0.00008994401,0.0001894493,0.00001197344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008897164,"about_ca_system_score_gemma":0.00003051808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005726243,"about_ca_topic_score_gemma":0.00000850477,"domain_scores_codex":[0.9973576,0.0009241147,0.0009587215,0.0003378181,0.0002409566,0.0001807945],"domain_scores_gemma":[0.9978207,0.0007500404,0.0006978177,0.00059818,0.00006778135,0.00006542434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001471174,0.00000172848,0.0008243481,0.883804,0.1097278,0.00001339552,0.00006027171,0.000008247788,1.513493e-8,0.00003749557,0.001177275,0.0041984],"study_design_scores_gemma":[0.0002290293,0.0000850424,0.00006497182,0.001472482,0.64711,0.00003268334,8.770269e-7,0.000008589369,9.911085e-9,0.000003565392,0.3509136,0.00007913206],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000122332,0.9909134,0.000007190225,0.005439408,0.00005628807,0.003267881,0.0001071523,0.00001990756,0.00006645733],"genre_scores_gemma":[0.0002665466,0.9978859,0.00002100204,0.0008295485,0.0003989975,0.00005541672,0.00004276915,0.00002240593,0.000477409],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8823314,"threshold_uncertainty_score":0.641477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2394678363282877,"score_gpt":0.4121820447442527,"score_spread":0.172714208415965,"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."}}