{"id":"W4286486457","doi":"10.3389/fcvm.2022.929304","title":"Oral anticoagulant decreases stroke recurrence in patients with atrial fibrillation detected after stroke","year":2022,"lang":"en","type":"article","venue":"Frontiers in Cardiovascular Medicine","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Hualien Tzu Chi Hospital, Buddhist Tzu Chi Medical Foundation; Health and Welfare Data Science Center; Buddhist Tzu Chi Medical Foundation; Tzu Chi University","keywords":"Atrial fibrillation; Medicine; Stroke (engine); Cardiology; Internal medicine; Oral anticoagulant; Ischemic stroke; Anticoagulant; Stroke risk; Warfarin; Ischemia","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":[0.0006149433,0.0001838487,0.000425983,0.0004095347,0.0001781642,0.0004146737,0.0001622623,0.0002871422,0.0009727404],"category_scores_gemma":[0.004824366,0.0001066908,0.0004546012,0.0005575157,0.00009214946,0.0001861606,0.0001726237,0.000430665,0.0001235387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855452,"about_ca_system_score_gemma":0.0003378889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001934707,"about_ca_topic_score_gemma":0.003101594,"domain_scores_codex":[0.9996113,0.000137869,0.00005971262,0.00005494295,0.0000864317,0.00004977875],"domain_scores_gemma":[0.9978355,0.0005109832,0.001160879,0.00008403817,0.0002079901,0.0002005876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002049521,0.0003258439,0.9714168,0.0000914868,0.0004311188,0.00006246407,0.00003975538,0.00009680024,0.0002873542,0.00002061519,0.0005176041,0.02466059],"study_design_scores_gemma":[0.0002543161,0.001015254,0.9972832,0.00002722954,0.0003158406,0.0001777171,0.00003346838,0.0003225163,0.0001046705,0.00003094448,0.0004309769,0.000003846436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950334,0.003426808,0.00008834197,0.0001731936,0.000031528,0.00002227472,0.0002103939,0.0000131413,0.001001013],"genre_scores_gemma":[0.9987658,0.0007011014,0.00009798812,0.0000734007,0.00003728635,0.00001278271,0.0001829739,0.000001353333,0.000127224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001934707,"threshold_uncertainty_score":0.003846884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01738014687914695,"score_gpt":0.2518695770356496,"score_spread":0.2344894301565026,"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."}}