{"id":"W2756043245","doi":"10.5430/jha.v6n5p20","title":"A pilot process to identify and switch high-risk warfarin patients to direct oral anticoagulants","year":2017,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Warfarin; Pharmacy; Atrial fibrillation; Adverse effect; Venous thromboembolism; Emergency medicine; Internal medicine; Intensive care medicine; Family medicine; Thrombosis","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":[0.01287435,0.0008475121,0.0003668724,0.0009268126,0.00181563,0.0009171701,0.001463579,0.0008334285,0.005870877],"category_scores_gemma":[0.03091862,0.0004312899,0.0005449459,0.0003755701,0.0007422217,0.0008600054,0.0021555,0.001172964,0.0009263009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001371578,"about_ca_system_score_gemma":0.009111794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00380658,"about_ca_topic_score_gemma":0.003822346,"domain_scores_codex":[0.9938132,0.003801514,0.0005071282,0.0004857659,0.0007616556,0.0006306763],"domain_scores_gemma":[0.9737793,0.0105318,0.003150485,0.002595854,0.003854055,0.00608841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007190471,0.0994494,0.1215054,0.000675167,0.0001576974,0.002176406,0.01035763,0.003521715,0.01392959,0.0004580014,0.01220703,0.7283714],"study_design_scores_gemma":[0.01471822,0.3296594,0.5288126,0.0006429308,0.0005882341,0.004349139,0.01262446,0.03356506,0.03609414,0.001386827,0.03710671,0.0004522708],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522971,0.0001117155,0.02028404,0.001664777,0.0000910825,0.02134791,0.0001924012,0.00119236,0.0028186],"genre_scores_gemma":[0.925954,0.000169906,0.06423285,0.0007790166,0.0001395942,0.006570672,0.0003268232,0.000034796,0.001792406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01287435,"threshold_uncertainty_score":0.06808686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04827987558393569,"score_gpt":0.3836657822716816,"score_spread":0.3353859066877459,"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."}}