{"id":"W2974540736","doi":"10.3390/medicina55100611","title":"Subclinical Atrial Fibrillation and Risk of Stroke: Past, Present and Future","year":2019,"lang":"en","type":"review","venue":"Medicina","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; Hôpital du Sacré-Cœur de Montréal; McGill University Health Centre","funders":"","keywords":"Atrial fibrillation; Medicine; Stroke (engine); Asymptomatic; Subclinical infection; Internal medicine; Cardiology; Incidence (geometry); Cardiac monitoring; Risk factor; Intensive care 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":[0.0006181831,0.0002812223,0.002103589,0.0001986975,0.00003752089,0.00001156289,0.00005355514,0.0003541611,0.0000857524],"category_scores_gemma":[0.0001660449,0.0001843588,0.0004981015,0.0001489987,0.0001107364,0.00004570701,0.0001077345,0.0002830983,0.00001481831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002564025,"about_ca_system_score_gemma":0.00009118667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001837368,"about_ca_topic_score_gemma":7.98567e-7,"domain_scores_codex":[0.9980683,0.0001882348,0.0008011312,0.0003606547,0.0004175833,0.0001641325],"domain_scores_gemma":[0.9980629,0.0007897081,0.0006282771,0.0003315856,0.00005357755,0.0001339715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001064307,0.000001164538,0.03468264,0.01074424,0.0005396949,0.000004150174,0.00004652619,4.621468e-7,4.559361e-8,0.00005889138,0.001883655,0.9519321],"study_design_scores_gemma":[0.001669561,0.0003263114,0.008119374,0.002104637,0.007694613,0.00001935495,0.00004690866,0.00003759431,6.812988e-8,0.00001413261,0.9798277,0.0001397128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006005864,0.994926,0.00001870551,0.001219178,0.0009881649,0.001500782,0.00003491489,0.00002583073,0.0006858197],"genre_scores_gemma":[0.00006868819,0.9670324,0.0001412583,0.000009550342,0.03070542,4.374711e-7,0.000115719,0.00002953319,0.001896957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9779441,"threshold_uncertainty_score":0.7517934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09749946903880159,"score_gpt":0.4020808129480821,"score_spread":0.3045813439092805,"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."}}