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相关论文: Detect adverse drug reactions for drug Alendronate

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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 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 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

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 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

In this study we propose a novel method to successfully detect the ADRs using feature matrix and feature selection. A feature matrix, which characterizes the medical events before patients take drugs or after patients take drugs, is created…

计算工程、金融与科学 · 计算机科学 2016-11-17 Yihui Liu , Uwe Aickelin

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

Adverse drug reaction (ADR) prediction plays a crucial role in both health care and drug discovery for reducing patient mortality and enhancing drug safety. Recently, many studies have been devoted to effectively predict the drug-ADRs…

信息检索 · 计算机科学 2023-08-08 Haoxuan Li , Taojun Hu , Zetong Xiong , Chunyuan Zheng , Fuli Feng , Xiangnan He , Xiao-Hua Zhou

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 / events (ADR/ADE) have a major impact on patient health and health care costs. Detecting ADR's as early as possible and sharing them with regulators, pharma companies, and healthcare providers can prevent morbidity…

计算与语言 · 计算机科学 2022-01-07 Hasham Ul Haq , Veysel Kocaman , David Talby

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

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 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

In this work, we present the first corpus for German Adverse Drug Reaction (ADR) detection in patient-generated content. The data consists of 4,169 binary annotated documents from a German patient forum, where users talk about health issues…

计算与语言 · 计算机科学 2022-08-04 Lisa Raithel , Philippe Thomas , Roland Roller , Oliver Sapina , Sebastian Möller , Pierre Zweigenbaum

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 reactions caused by drugs following their release into the market are among the leading causes of death in many countries. The rapid growth of electronically available health related information, and the ability to process large…

计算与语言 · 计算机科学 2016-10-11 Abbas Chokor , Abeed Sarker , Graciela Gonzalez

We present an algorithm based on multi-layer transformers for identifying Adverse Drug Reactions (ADR) in social media data. Our model relies on the properties of the problem and the characteristics of contextual word embeddings to extract…

计算与语言 · 计算机科学 2021-05-25 Payam Karisani , Jinho D. Choi , Li Xiong

Combination pharmacotherapy offers substantial therapeutic advantages but also poses substantial risks of adverse drug reactions (ADRs). The accurate prediction of ADRs with interpretable computational methods is crucial for clinical safety…

机器学习 · 计算机科学 2026-03-17 Y. Cheung

Complex or co-existing diseases are commonly treated using drug combinations, which can lead to higher risk of adverse side effects. The detection of polypharmacy side effects is usually done in Phase IV clinical trials, but there are still…

机器学习 · 统计学 2019-05-03 Andreea Deac , Yu-Hsiang Huang , Petar Veličković , Pietro Liò , Jian Tang

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…

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