{"id":"W3199672413","doi":"10.2196/30743","title":"Implementation of an Anticoagulation Practice Guideline for COVID-19 via a Clinical Decision Support System in a Large Academic Health System and Its Evaluation: Observational Study","year":2021,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; National Center for Advancing Translational Sciences; Agency for Healthcare Research and Quality; University of Minnesota; Patient-Centered Outcomes Research Institute","keywords":"Medicine; Guideline; Clinical decision support system; Emergency medicine; Observational study; Fraction of inspired oxygen; Intensive care medicine; Internal medicine; Health care; Mechanical ventilation","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":[0.0157856,0.0007624501,0.001421356,0.00184281,0.00268824,0.002925588,0.001708515,0.001398983,0.002738486],"category_scores_gemma":[0.04828604,0.001270862,0.001615825,0.004124535,0.002164886,0.003192759,0.003279838,0.003848888,0.0005931389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009223512,"about_ca_system_score_gemma":0.01582835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.044608,"about_ca_topic_score_gemma":0.0424279,"domain_scores_codex":[0.9779075,0.01016614,0.002992521,0.00267661,0.003514851,0.002742344],"domain_scores_gemma":[0.9339443,0.01738107,0.02706939,0.005452222,0.007521111,0.008631865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007846353,0.005475674,0.9826632,0.0001976098,0.0003094955,0.0002170575,0.003768668,0.0002223828,0.0001120793,0.00009573271,0.001015937,0.005137502],"study_design_scores_gemma":[0.0007256838,0.008639553,0.9750646,0.0003130331,0.0003382099,0.0003776899,0.01047388,0.002201044,0.0002417954,0.0001125228,0.001401154,0.0001107876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981749,0.0001286303,0.0002762448,0.0001605854,0.000008468261,0.0004359594,0.0004605447,0.000009306686,0.0003452983],"genre_scores_gemma":[0.9978127,0.0001341158,0.0005662716,0.0003667194,0.00003283994,0.0004773511,0.0005044744,0.00001068378,0.00009477447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.044608,"threshold_uncertainty_score":0.08869672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3902974835909194,"score_gpt":0.610006889577629,"score_spread":0.2197094059867096,"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."}}