{"id":"W2946538599","doi":"10.2196/13329","title":"A Web-Based Clinical System for Cohort Surveillance of Specific Clinical Effectiveness and Safety Outcomes: A Cohort Study of Non–Vitamin K Antagonist Oral Anticoagulants and Warfarin","year":2019,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Taiwan University Hospital","keywords":"Medicine; Warfarin; Cohort; Vitamin K antagonist; Dabigatran; Rivaroxaban; Stroke (engine); Emergency medicine; Adverse effect; Cohort study; Atrial fibrillation; Database; Medical emergency; Intensive care medicine; Internal medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01501263,0.000354091,0.0005453746,0.002919592,0.0004775253,0.001360168,0.0007606688,0.0003796672,0.0009375594],"category_scores_gemma":[0.01819689,0.0002847171,0.0009422774,0.001991746,0.000246292,0.001033133,0.001635496,0.000516554,0.0002972486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007712951,"about_ca_system_score_gemma":0.002593691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007364543,"about_ca_topic_score_gemma":0.008287122,"domain_scores_codex":[0.994718,0.002475019,0.0008561423,0.0008804668,0.000916658,0.0001537234],"domain_scores_gemma":[0.9773164,0.007962467,0.003472421,0.005525035,0.003900969,0.001822738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008151301,0.0006019763,0.9436205,0.00009170127,0.0003704496,0.0002255009,0.0006806674,0.001541147,0.001972914,0.0006322899,0.001215603,0.04823218],"study_design_scores_gemma":[0.0004003676,0.00180969,0.9140673,0.0001372931,0.0007016665,0.000768646,0.0009860785,0.06799959,0.004748549,0.001128758,0.007145708,0.0001064024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9442886,0.0002511933,0.04463993,0.0004960334,0.00005628986,0.001386625,0.006348876,0.001132902,0.00139964],"genre_scores_gemma":[0.9208809,0.0001512858,0.07160636,0.0001571193,0.00005432927,0.0006981241,0.006041481,0.00006596281,0.0003443813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01501263,"threshold_uncertainty_score":0.07939535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05361668920358996,"score_gpt":0.4036432681489812,"score_spread":0.3500265789453912,"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."}}