{"id":"W2852094850","doi":"10.1016/j.hrthm.2018.07.009","title":"Device-guided anticoagulation in atrial fibrillation: Not yet ready for prime time","year":2018,"lang":"en","type":"letter","venue":"Heart Rhythm","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Atrial fibrillation; Warfarin; Stroke (engine); Internal medicine; Cardiology; Population; Management of atrial fibrillation; Relative risk; Confidence interval; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001046689,0.0003191148,0.0009268643,0.0005467575,0.001950521,0.00269643,0.0006383933,0.01895437,0.005636053],"category_scores_gemma":[0.01856579,0.0002553789,0.0005904467,0.0005061105,0.001315999,0.002627785,0.0008150219,0.01987347,0.003136687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001831362,"about_ca_system_score_gemma":0.002374697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001475772,"about_ca_topic_score_gemma":0.00378108,"domain_scores_codex":[0.9987403,0.0003564493,0.0002113544,0.0001527372,0.0003282663,0.0002109457],"domain_scores_gemma":[0.9950702,0.002492277,0.000498435,0.0001334761,0.0006678556,0.001137787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001276217,0.0001590517,0.006531379,0.0001551199,0.00003376655,0.02447747,0.0003203177,0.0001306845,0.0003617114,0.006302902,0.918781,0.04261894],"study_design_scores_gemma":[0.0005668556,0.000395515,0.009550288,0.002435944,0.0001525616,0.07472178,0.001654074,0.001866251,0.000744641,0.04576203,0.8620118,0.0001383098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001560293,0.002783687,0.0001754775,0.9749795,0.01363549,0.000007288756,0.00004184649,0.00002432702,0.006792152],"genre_scores_gemma":[0.04011024,0.008489609,0.0006950687,0.7622116,0.1810345,0.00004418849,0.00008901709,0.00004428527,0.007281453],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01895437,"threshold_uncertainty_score":0.0188545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1371210183111807,"score_gpt":0.3801467150884394,"score_spread":0.2430256967772587,"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."}}