Work

Inferring ADR causality by predicting the Naranjo Score from Clinical Notes.

Year: 2020

Type: article

Abstract: to extract relevant paragraphs for each Naranjo question and then use a statistical learning model such as logistic regression to predict the Naranjo score and the causal relation between the medication and an ADR. Our methodology achieves a macro-averaged f1-score of 0.50 and weighted f1-score of 0.63.

Source: PubMed Central

Authors: Bhanu Pratap Singh Rawat, Abhyuday Jagannatha, Feifan Liu, Hong Yu

Institutions: University of Massachusetts Amherst, University of Massachusetts Chan Medical School, University of Massachusetts Lowell

Language: English

Topic: Pharmacovigilance and Adverse Drug Reactions

Subfield: Toxicology

Field: Pharmacology, Toxicology and Pharmaceutics

Domain: Life Sciences

SDG: Good health and well-being

Open Access status: green

Funder: National Heart, Lung, and Blood Institute

Award: EHR Anticoagulants Pharmacovigilance