{"id":"W3143119123","doi":"10.1111/cts.13025","title":"Adverse drug event risk assessment by the virtual addition of COVID‐19 repurposed drugs to Medicare and commercially insured patients’ drug regimens: A drug safety simulation study","year":2021,"lang":"en","type":"article","venue":"Clinical and Translational Science","topic":"Pharmacovigilance and Adverse Drug Reactions","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Tabula Rasa HealthCare","keywords":"Medicine; Pharmacovigilance; Drug; Hydroxychloroquine; Adverse effect; Pharmacology; Internal medicine; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Disease; Infectious disease (medical specialty)","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":[0.003906303,0.0001743021,0.0002906376,0.00007117204,0.001052671,0.00002486004,0.0002302879,0.00007651435,0.0002664516],"category_scores_gemma":[0.0006769375,0.0001375995,0.00009850993,0.0005324603,0.001002096,0.0003277168,0.0001024645,0.0006317166,0.000005534318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004566336,"about_ca_system_score_gemma":0.0006537476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006118719,"about_ca_topic_score_gemma":0.0001135784,"domain_scores_codex":[0.9966241,0.001153965,0.0007757654,0.0005648443,0.0006283434,0.0002529651],"domain_scores_gemma":[0.9954395,0.003214527,0.0002838898,0.0001904322,0.0003599445,0.0005116696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001664961,0.00560256,0.8476894,0.00005017319,0.0003620748,0.00001788523,0.02096652,0.0318277,0.001069071,0.001516897,0.009754795,0.07947797],"study_design_scores_gemma":[0.01053769,0.0002473185,0.8384956,0.00004237898,0.0004802886,0.000003711825,0.006248288,0.02165945,0.0003987662,0.001163587,0.1203186,0.0004042903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883541,0.0001385825,0.0003684309,0.008207909,0.0005625026,0.0008907114,0.0009945427,0.00002901162,0.0004542329],"genre_scores_gemma":[0.9960619,0.0003390331,0.00009832409,0.002991709,0.00009498493,0.00003957922,0.00017833,0.000007474407,0.0001886234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1105638,"threshold_uncertainty_score":0.8096401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0784886944355763,"score_gpt":0.4849883158320545,"score_spread":0.4064996213964782,"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."}}