{"id":"W4405836647","doi":"10.1016/j.cjco.2024.12.010","title":"Guideline Directed Anticoagulant Treatment and Dosing in a Contemporary Atrial Fibrillation Cohort: Analysis of the TRANSECT-AF Program","year":2024,"lang":"en","type":"article","venue":"CJC Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Seven Oaks General Hospital; HalTech; University of Calgary; Montreal Heart Institute; University of British Columbia; University of Toronto; Island Health; Trillium Health Centre; Institut universitaire de cardiologie et de pneumologie de Québec; Vancouver Community College; Canadian Heart Research Centre; University of Alberta; Canadian VIGOUR Centre; University Health Network; St. Michael's Hospital","funders":"Bayer Canada; Bayer","keywords":"Atrial fibrillation; Dosing; Guideline; Medicine; Anticoagulant; Cohort; Anticoagulant therapy; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003203176,0.0001030831,0.0005233492,0.0002260859,0.0000351035,0.00008376742,0.00005723668,0.00004374914,0.00005255532],"category_scores_gemma":[0.00005851009,0.00006217248,0.0002339081,0.001007539,0.00003412682,0.0001028193,0.00005068275,0.00003390762,0.000001313796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005265197,"about_ca_system_score_gemma":0.00008272156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007634263,"about_ca_topic_score_gemma":0.0001588423,"domain_scores_codex":[0.9990522,0.00007657744,0.0004407678,0.0002119632,0.0001293769,0.00008912836],"domain_scores_gemma":[0.9995577,0.0001256553,0.00007320868,0.0001778823,0.00003243399,0.00003310013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004365544,0.000008047215,0.9494565,0.00004717237,0.001959301,0.00001336963,0.0004378879,0.0003728359,0.0005773549,0.0001576828,0.0002436247,0.04628972],"study_design_scores_gemma":[0.003090291,0.0002337778,0.8599993,0.0001783448,0.003374678,0.000003517366,0.00007531889,0.08562008,0.000309359,0.00003710575,0.04695923,0.000118999],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903423,0.001862765,0.00005779403,0.002914763,0.0001940941,0.002613785,0.00001743203,0.00007407372,0.001922957],"genre_scores_gemma":[0.9984289,0.0001363891,0.0004359767,0.0000219902,0.0002051187,0.000003611825,0.0001266798,0.00001007771,0.0006312956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08945715,"threshold_uncertainty_score":0.2535321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09605442517854804,"score_gpt":0.4000976395066589,"score_spread":0.3040432143281109,"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."}}