{"id":"W4353015402","doi":"10.1007/s12325-023-02483-4","title":"Ischemic Stroke and Systemic Embolism Among One-and-Done Direct Oral Anticoagulant Users with Non-valvular Atrial Fibrillation","year":2023,"lang":"en","type":"article","venue":"Advances in Therapy","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Janssen Scientific Affairs","keywords":"Medicine; Atrial fibrillation; Internal medicine; Cardiology; Stroke (engine); Embolism; Rheumatology; Oral anticoagulant; Anticoagulant; Ischemic stroke; Rivaroxaban; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002789288,0.0001583588,0.0004334357,0.0001942102,0.0000599917,0.00002825928,0.00003872663,0.00006276055,0.000008331932],"category_scores_gemma":[0.00004397983,0.0001223349,0.00006268734,0.000329146,0.00008407162,0.0003695052,0.00002786418,0.00007472043,0.000007360028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002613703,"about_ca_system_score_gemma":0.00001745907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004964136,"about_ca_topic_score_gemma":0.00002177239,"domain_scores_codex":[0.9989686,0.00004483609,0.0002515181,0.0002777733,0.0002483782,0.0002088995],"domain_scores_gemma":[0.9994872,0.000151785,0.000107014,0.0001615033,0.00003457078,0.00005798826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001166336,0.000002055227,0.9643576,0.00009589078,0.0001522626,0.00001947456,0.000400829,0.001250373,0.003970319,0.00008242213,0.00005746563,0.02844498],"study_design_scores_gemma":[0.01993612,0.000855312,0.8870717,0.000812604,0.0003030516,0.00004659712,0.001438601,0.004877202,0.003038039,0.0001107869,0.08083877,0.0006712448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904059,0.007235366,0.0001144381,0.0003627694,0.0002346681,0.000685646,0.000003745713,0.000108041,0.0008494525],"genre_scores_gemma":[0.9712328,0.02668354,0.0004936919,0.00004945062,0.0006801194,0.000002676431,0.00002569268,0.00002625055,0.0008058053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0807813,"threshold_uncertainty_score":0.4988671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123094527149826,"score_gpt":0.3188026856673539,"score_spread":0.2875717403958556,"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."}}