{"id":"W3130050658","doi":"10.1161/strokeaha.120.032060","title":"New Avenues for Optimal Treatment of Atrial Fibrillation and Stroke Prevention","year":2021,"lang":"en","type":"review","venue":"Stroke","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Dementia; Apixaban; Dosing; Intensive care medicine; Edoxaban; Cardiology; Internal medicine; Rivaroxaban; Warfarin; Disease","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":[0.001132009,0.000819447,0.001738652,0.001772208,0.0003010098,0.001226734,0.0007894232,0.001282423,0.007778586],"category_scores_gemma":[0.001756939,0.0002303196,0.001210704,0.001286455,0.0004976409,0.001720644,0.0007443044,0.002941066,0.00207696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006700698,"about_ca_system_score_gemma":0.001598736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001005551,"about_ca_topic_score_gemma":0.001894792,"domain_scores_codex":[0.9994227,0.0001839447,0.00009232663,0.00006016799,0.0001947415,0.00004608895],"domain_scores_gemma":[0.999371,0.0003663734,0.00007948401,0.00002076155,0.0001292805,0.00003313633],"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":[0.00009011754,0.000113847,0.0001317563,0.04057275,0.0002559946,0.0001261316,0.0000905488,0.000295172,0.000706208,0.01123198,0.04582335,0.9005622],"study_design_scores_gemma":[0.00005585214,0.0001183508,0.0008278242,0.0185752,0.0002373556,0.0005612301,0.0000909665,0.0001016017,0.0001255911,0.006577627,0.9727095,0.00001890473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005754317,0.9975889,0.0001416943,0.000905535,0.0003520958,0.000008325366,0.00001904271,0.000007494512,0.0009193676],"genre_scores_gemma":[0.0005307354,0.9980901,0.0002762482,0.0004956558,0.0002386866,0.00001204562,0.00002661247,0.000001372586,0.000328562],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007778586,"threshold_uncertainty_score":0.02602196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.131739722542963,"score_gpt":0.417939582060318,"score_spread":0.286199859517355,"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."}}