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Data-mining techniques have frequently been developed for Spontaneous reporting databases. These techniques aim to find adverse drug events accurately and efficiently. Spontaneous reporting databases are prone to missing information, under…

Computational Engineering, Finance, and Science · Computer Science 2013-07-04 Jenna Reps , Jan Feyereisl , Jonathan M. Garibaldi , Uwe Aickelin , Jack E. Gibson , Richard B. Hubbard

Drug-drug interactions (DDIs) remain a major source of preventable harm, and many clinically important mechanisms are still unknown. Existing models either rely on pharmacologic knowledge graphs (KGs), which fail on unseen drugs, or on…

Machine Learning · Computer Science 2025-11-11 Franklin Lee , Tengfei Ma

This paper proposes a Workflow for Assessing Treatment effeCt Heterogeneity (WATCH) in clinical drug development targeted at clinical trial sponsors. WATCH is designed to address the challenges of investigating treatment effect…

Social media can be an important source of information facilitating the detection of new safety signals in pharmacovigilance. Various approaches have investigated the analysis of social media data using AI such as NLP techniques for…

Computation and Language · Computer Science 2022-03-08 Valentin Roche , Jean-Philippe Robert , Hanan Salam

We present a comprehensive survey on the use of annotations in information visualizations, highlighting their crucial role in improving audience understanding and engagement with visual data. Our investigation encompasses empirical studies…

Human-Computer Interaction · Computer Science 2026-04-10 Md Dilshadur Rahman , Bhavana Doppalapudi , Ghulam Jilani Quadri , Paul Rosen

Drug-side effect research is vital for understanding adverse reactions arising in complex multi-drug therapies. However, the scarcity of higher-order datasets that capture the combinatorial effects of multiple drugs severely limits progress…

Machine Learning · Computer Science 2025-02-11 Zhaoying Wang , Yingdan Shi , Xiang Liu , Can Chen , Jun Wen , Ren Wang

Online services are used for all kinds of activities, like news, entertainment, publishing content or connecting with others. But information technology enables new threats to privacy by means of global mass surveillance, vast databases and…

Human-Computer Interaction · Computer Science 2022-09-09 Marija Schufrin , Steven Lamarr Reynolds , Arjan Kuijper , Jörn Kohlhammer

Drug-target interaction is fundamental in understanding how drugs affect biological systems, and accurately predicting drug-target affinity (DTA) is vital for drug discovery. Recently, deep learning methods have emerged as a significant…

Machine Learning · Computer Science 2024-12-30 Minghui Li , Zikang Guo , Yang Wu , Peijin Guo , Yao Shi , Shengshan Hu , Wei Wan , Shengqing Hu

The rapid development of tools for acquisition and storage of information has lead to the formation of enormous medical databases. The large quantity of data definitely surpasses the abilities of humans for efficient usage without…

Information Retrieval · Computer Science 2009-04-03 Petar Kormushev

The effective and targeted provision of health information to consumers, specifically tailored to their needs and preferences, is indispensable in healthcare. With access to appropriate health information and adequate understanding,…

Online health communities are a valuable source of information for patients and physicians. However, such user-generated resources are often plagued by inaccuracies and misinformation. In this work we propose a method for automatically…

Artificial Intelligence · Computer Science 2017-05-09 Subhabrata Mukherjee , Gerhard Weikum , Cristian Danescu-Niculescu-Mizil

Erowid.org is a website dedicated to documenting information about psychoactive substances, with over 36,000 user-submitted drug Experience Reports. We study the potential of these reports to provide information about characteristic…

Social and Information Networks · Computer Science 2022-02-01 Angelina Mooseder , Momin M. Malik , Hemank Lamba , Earth Erowid , Sylvia Thyssen , Juergen Pfeffer

Clinicians prescribe antibiotics by looking at the patient's health record with an experienced eye. However, the therapy might be rendered futile if the patient has drug resistance. Determining drug resistance requires time-consuming…

Artificial Intelligence · Computer Science 2023-03-09 Honglin Shu , Pei Gao , Lingwei Zhu , Zheng Chen

Drug overdose remains a critical global health issue, often driven by misuse of opioids, painkillers, and psychiatric medications. Traditional research methods face limitations, whereas social media offers real-time insights into…

Computation and Language · Computer Science 2025-07-16 Muhammad Ahmad , Fida Ullah , Muhammad Usman , Umyh Habiba , ldar Batyrshin , Grigori Sidorov

Web applications are relied upon by many for the services they provide. It is essential that applications implement appropriate security measures to prevent security incidents. Currently, web applications focus resources towards the…

Cryptography and Security · Computer Science 2019-02-18 Calum C. Hall , Lynsay A. Shepherd , Natalie Coull

Mobile devices, specifically, smartphones proved easy and quick access to data visualisations throughout various tracking apps. Mobile health (mHealth) apps have given non-expert users access to data visualisation to track their activities…

Human-Computer Interaction · Computer Science 2022-02-23 Mohamed Abdelrazek , Yasmeen Anjeer Alshehhi , Alessio Bonti

The extraction of pharmacological knowledge from regulatory documents has become a key focus in biomedical natural language processing, with applications ranging from adverse event monitoring to AI-assisted clinical decision support.…

Computation and Language · Computer Science 2025-10-22 Mariano Barone , Antonio Laudante , Giuseppe Riccio , Antonio Romano , Marco Postiglione , Vincenzo Moscato

Large language models (LLMs) are increasingly applied in mental health support systems, where reliable recognition of high-risk states such as suicidal ideation and self-harm is safety-critical. However, existing evaluations primarily rely…

Artificial Intelligence · Computer Science 2026-03-12 Yihe Zhang , Cheyenne N Mohawk , Kaiying Han , Vijay Srinivas Tida , Manyu Li , Xiali Hei

Science has long been viewed as a key driver of economic growth and rising standards of living. Knowledge about how scientific advances support marketplace inventions is therefore essential for understanding the role of science in…

Human-Computer Interaction · Computer Science 2023-08-10 Yifang Wang , Yifan Qian , Xiaoyu Qi , Nan Cao , Dashun Wang

Cyber security attacks have become increasingly complex over time, with various phases of their kill chain, involving binaries, scripts, documents, executed commands, vulnerabilities, or network traffic. We propose a tool, GView, that is…

Cryptography and Security · Computer Science 2024-04-16 Raul Zaharia , Dragoş Gavriluţ , Gheorghiţă Mutu , Dorel Lucanu