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Adverse drug reaction (ADR) is widely concerned for public health issue. ADRs are one of most common causes to withdraw some drugs from market. Prescription event monitoring (PEM) is an important approach to detect the adverse drug…

机器学习 · 计算机科学 2014-09-03 Yihui Liu , Uwe Aickelin

Adverse drug reaction (ADR) is widely concerned for public health issue. In this study we propose an original approach to detect the ADRs using feature matrix and feature selection. The experiments are carried out on the drug Aspirin. Major…

计算工程、金融与科学 · 计算机科学 2014-09-03 Yihui liu , Uwe Aickelin

Adverse drug reactions (ADR) are widely concerning for public health issue. In this study we propose an original approach to detect ADRs using a feature matrix and feature selection. The experiments are carried out on the drug Simvastatin.…

计算工程、金融与科学 · 计算机科学 2014-09-04 Yihui Liu , Uwe Aickelin

Adverse drug reaction (ADR) is widely concerned for public health issue. In this study we propose an original approach to detect the ADRs using feature matrix and feature selection. The experiments are carried out on the drug Simvastatin.…

计算工程、金融与科学 · 计算机科学 2013-07-05 Yihui Liu , Uwe Aickelin

Adverse drug reactions (ADRs) are big concern for public health. ADRs are one of most common causes to withdraw some drugs from markets. Now two major methods for detecting ADRs are spontaneous reporting system (SRS), and prescription event…

计算工程、金融与科学 · 计算机科学 2013-09-02 Yihui Liu , Uwe Aickelin

Adverse drug reaction (ADR) is widely concerned for public health issue. ADRs are one of most common causes to withdraw some drugs from market. Prescription event monitoring (PEM) is an important approach to detect the adverse drug…

计算工程、金融与科学 · 计算机科学 2013-07-08 Yihui Liu , Uwe Aickelin

The electronic healthcare databases are starting to become more readily available and are thought to have excellent potential for generating adverse drug reaction signals. The Health Improvement Network (THIN) database is an electronic…

机器学习 · 计算机科学 2014-09-03 Jenna Reps , Jonathan M. Garibaldi , Uwe Aickelin , Daniele Soria , Jack Gibson , Richard Hubbard

Adverse drug reactions (ADRs) are unwanted or harmful effects experienced after the administration of a certain drug or a combination of drugs, presenting a challenge for drug development and drug administration. In this paper, we present a…

计算与语言 · 计算机科学 2019-05-29 Maksim Belousov , Nikola Milosevic , William Dixon , Goran Nenadic

With the advancements in Artificial intelligence (AI) and the accumulation of healthrelated big data, it has become increasingly feasible and commonplace to leverage machine learning technologies to analyze clinical and omics metadata to…

基因组学 · 定量生物学 2022-04-14 Attayeb Mohsen , Lokesh P. Tripathi , Kenji Mizuguchi

We study the problem of detecting adverse drug events in electronic healthcare records. The challenge in this work is to aggregate heterogeneous data types involving diagnosis codes, drug codes, as well as lab measurements. An earlier…

机器学习 · 计算机科学 2019-07-16 Maria Bampa , Panagiotis Papapetrou

Adverse Drug Reactions (ADRs) are characterized within randomized clinical trials and postmarketing pharmacovigilance, but their molecular mechanism remains unknown in most cases. Aside from clinical trials, many elements of knowledge about…

Adverse Drug Reactions (ADRs) are a leading cause of morbidity and mortality. Existing prediction methods rely mainly on chemical similarity, machine learning on structured databases, or isolated target profiles, but often fail to integrate…

生物大分子 · 定量生物学 2026-03-03 David Jackson , Michael Gertz , Jürgen Hesser

Automatic monitoring of adverse drug events (ADEs) or reactions (ADRs) is currently receiving significant attention from the biomedical community. In recent years, user-generated data on social media has become a valuable resource for this…

计算与语言 · 计算机科学 2023-11-21 Ilseyar Alimova , Elena Tutubalina

Big longitudinal observational databases present the opportunity to extract new knowledge in a cost effective manner. Unfortunately, the ability of these databases to be used for causal inference is limited due to the passive way in which…

人工智能 · 计算机科学 2016-07-21 Jenna Reps , Zhaoyang Guo , Haoyue Zhu , Uwe Aickelin

Adverse drug interactions are largely preventable causes of medical accidents, which frequently result in physician and emergency room encounters. The detection of drug interactions in a lab, prior to a drug's use in medical practice, is…

机器学习 · 计算机科学 2023-02-08 Bar Vered , Guy Shtar , Lior Rokach , Bracha Shapira

The first step in drug discovery is finding drug molecule moieties with medicinal activity against specific targets. Therefore, it is crucial to investigate the interaction between drug-target proteins and small chemical molecules. However,…

生物大分子 · 定量生物学 2022-11-15 Boyuan Liu

Post--marketing pharmacovigilance is essential for identifying adverse drug reactions (ADRs) that elude detection during pre--marketing clinical trials. This study explores a novel approach that integrates an adverse event (AE) ontology…

Adverse Drug Reaction (ADR) is a significant public health concern world-wide. Numerous graph-based methods have been applied to biomedical graphs for predicting ADRs in pre-marketing phases. ADR detection in post-market surveillance is no…

机器学习 · 计算机科学 2020-04-02 Heeyoung Kwak , Minwoo Lee , Seunghyun Yoon , Jooyoung Chang , Sangmin Park , Kyomin Jung

Adverse drug reactions (ADRs) induced from high-order drug-drug interactions (DDIs) due to polypharmacy represent a significant public health problem. In this paper, we formally formulate the to-avoid and safe (with respect to ADRs) drug…

信息检索 · 计算机科学 2018-03-09 Wen-Hao Chiang , Li Shen , Lang Li , Xia Ning

Adverse drug events (ADEs) are unexpected incidents caused by the administration of a drug or medication. To identify and extract these events, we require information about not just the drug itself but attributes describing the drug (e.g.,…

计算与语言 · 计算机科学 2021-04-23 Darshini Mahendran , Bridget T. McInnes
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