{"id":"W4285389099","doi":"10.1093/ehjopen/oeac044","title":"Screening for atrial fibrillation to prevent stroke: a meta-analysis","year":2022,"lang":"en","type":"article","venue":"European Heart Journal Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Stroke (engine); Meta-analysis; Randomized controlled trial; Atrial fibrillation; Confidence interval; MEDLINE; Relative risk; Clinical trial; Physical therapy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02764141,0.004491138,0.0235352,0.007689427,0.0006867484,0.004970901,0.002517161,0.002838704,0.00477689],"category_scores_gemma":[0.05082561,0.001838709,0.07320745,0.006323484,0.0007678794,0.002356008,0.001773162,0.003035564,0.0004613305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002507192,"about_ca_system_score_gemma":0.002450943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004696052,"about_ca_topic_score_gemma":0.006963453,"domain_scores_codex":[0.9759151,0.01555029,0.004307094,0.001953583,0.001772647,0.0005012955],"domain_scores_gemma":[0.9660656,0.02660345,0.003807015,0.001338637,0.001824014,0.0003613524],"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":[0.002083709,0.00002453958,0.00179762,0.07139658,0.9194893,0.00006563701,0.00002411723,0.0006934066,0.0001048096,0.0001038235,0.0003349638,0.003881574],"study_design_scores_gemma":[0.0008427927,0.0001632237,0.001193293,0.005636377,0.9910631,0.00004295895,0.00001207204,0.0003035468,0.00006469137,0.0001994555,0.0004651233,0.00001341731],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.009417794,0.9850483,0.002585598,0.0004642092,0.0004857565,0.0006253341,0.0008455805,0.00008766188,0.0004398424],"genre_scores_gemma":[0.3670962,0.6139706,0.00995014,0.002167059,0.0009221295,0.003009589,0.002045356,0.000120594,0.0007182894],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02764141,"threshold_uncertainty_score":0.1461836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3376222419793753,"score_gpt":0.4363635345170418,"score_spread":0.0987412925376665,"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."}}