{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004904151,0.0003498038,0.0009169388,0.0004005034,0.00009935159,0.00006257449,0.00005512271,0.0007565625,0.0006228763],"category_scores_gemma":[0.0003961212,0.000335356,0.0004540334,0.0002785907,0.00005607728,0.0001523363,0.00005515117,0.0003268808,0.001377443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647336,"about_ca_system_score_gemma":0.0001599541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003759505,"about_ca_topic_score_gemma":0.000005022071,"domain_scores_codex":[0.9975579,0.0001003043,0.0008286496,0.0005436008,0.0005281225,0.0004413757],"domain_scores_gemma":[0.9984376,0.0004705922,0.000289111,0.0005020621,0.0002369341,0.00006369632],"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":[0.0003330498,0.000001186862,0.005079418,0.0002737835,0.000100463,0.0000396633,0.00004110183,0.00002803326,0.00008835515,0.00004273055,0.9932532,0.0007189614],"study_design_scores_gemma":[0.002611737,0.0001619355,0.009578107,0.0002193122,0.0002564388,0.0001356814,0.000001895458,0.00226506,0.0001461434,0.0001247543,0.9841613,0.0003375976],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0203823,0.0002219433,0.0002374719,0.9692781,0.002583269,0.005044839,0.00008363784,0.0002871391,0.001881319],"genre_scores_gemma":[0.01252948,0.0001021193,0.01646912,0.4523852,0.3231037,0.00003041163,0.01442091,0.0004694684,0.1804896],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5168929,"threshold_uncertainty_score":0.9999098,"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."}}