{"id":"W4322762845","doi":"10.1055/s-0042-1760257","title":"Protocol for a Systematic Review and Individual Participant Data Meta-Analysis of Randomized Trials of Screening for Atrial Fibrillation to Prevent Stroke","year":2023,"lang":"en","type":"review","venue":"Thrombosis and Haemostasis","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; European Commission; National Heart, Lung, and Blood Institute; National Institute for Health and Care Research","keywords":"Atrial fibrillation; Stroke (engine); Meta-analysis; Medicine; Protocol (science); Randomized controlled trial; MEDLINE; Cardiology; Intensive care medicine; Internal medicine; Alternative medicine; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08512255,0.009750389,0.02621257,0.01295755,0.004374716,0.01034867,0.007725019,0.01053664,0.1758882],"category_scores_gemma":[0.1967579,0.008143988,0.02827874,0.01481098,0.004945543,0.008774313,0.006193439,0.01445661,0.02239436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01741559,"about_ca_system_score_gemma":0.04456097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006375859,"about_ca_topic_score_gemma":0.01067359,"domain_scores_codex":[0.932613,0.03359058,0.01563338,0.007987177,0.0074452,0.002730703],"domain_scores_gemma":[0.886874,0.04724868,0.02121437,0.01506446,0.02555002,0.004048465],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01630126,0.0003583586,0.0007711306,0.8048151,0.01370923,0.0004933568,0.001479249,0.002530831,0.00128336,0.01293686,0.1154536,0.02986765],"study_design_scores_gemma":[0.144353,0.001980153,0.004257935,0.4732261,0.02535444,0.0006084098,0.0010782,0.006064963,0.003062048,0.03825972,0.3008004,0.0009546],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002533231,0.001708445,0.004086391,0.0008512539,0.001059998,0.9754878,0.01490958,0.0005156744,0.001127475],"genre_scores_gemma":[0.0003081509,0.0003309324,0.003755941,0.0002430047,0.0000398449,0.9941882,0.0007523343,0.00003893935,0.0003427399],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1758882,"threshold_uncertainty_score":0.5884048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8487295677230862,"score_gpt":0.5869338297760052,"score_spread":0.261795737947081,"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."}}