{"id":"W2347147152","doi":"10.1007/s40801-016-0071-8","title":"Accuracy of Adverse Drug Reaction Documentation upon Implementation of an Ambulatory Electronic Health Record System","year":2016,"lang":"en","type":"article","venue":"Drugs - Real World Outcomes","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Children's Hospital of Eastern Ontario","funders":"","keywords":"Documentation; Medicine; Ambulatory; Drug reaction; Electronic health record; Pharmacy; Health records; Health care; Medical emergency; Adverse drug reaction; Patient safety; Ambulatory care; Drug; Family medicine; Pharmacology; Internal medicine; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03419897,0.0002190785,0.0005414846,0.002941281,0.0004937396,0.00183614,0.001005573,0.0004677418,0.0007298163],"category_scores_gemma":[0.1652194,0.0002990903,0.000731912,0.004193776,0.0005503081,0.001616362,0.00156577,0.0009519999,0.0002384573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920342,"about_ca_system_score_gemma":0.002254569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005827772,"about_ca_topic_score_gemma":0.005060128,"domain_scores_codex":[0.9496419,0.0155786,0.0168621,0.002524449,0.0142023,0.00119072],"domain_scores_gemma":[0.6578056,0.1157016,0.1543733,0.0172895,0.05322694,0.001602965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001858611,0.00002536669,0.9775083,0.0002080728,0.00006241946,0.0001078625,0.0009834336,0.0002776872,0.0002418475,0.00005509438,0.0003116541,0.02003248],"study_design_scores_gemma":[0.000009347851,0.0002228081,0.9944918,0.0002994468,0.00007148219,0.0004746427,0.0008283223,0.00114891,0.0009584692,0.00003885715,0.001440165,0.00001565038],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907392,0.001757891,0.003244081,0.0005644452,0.00005895787,0.0001593272,0.001304033,0.00008864512,0.002083373],"genre_scores_gemma":[0.995342,0.0004622389,0.003117626,0.00009981517,0.0000255448,0.00004634096,0.0007299198,0.00001409232,0.0001623914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03419897,"threshold_uncertainty_score":0.1808636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0429544082367456,"score_gpt":0.4518422858514289,"score_spread":0.4088878776146833,"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."}}