Analysis of the effect of sentiment analysis on extracting adverse drug reactions from tweets and forum posts

Graphical abstract

• Publication year

  2016

• Venue

  Journal of Biomedical Informatics

• Publication date

  2016-08-01

• Fields of study

  Medicine, Computer Science

• Identifiers
  DOI 10.1016/j.jbi.2016.06.007PMID 27363901PMCID 4981644
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar, PubMed

• No claims are published for this paper.

• No concepts are published for this paper.

• A survey on opinion mining and sentiment analysis: Tasks, approaches and applications

  2015cited by this paper
• Psychological Language on Twitter Predicts County-Level Heart Disease Mortality

  2015cited by this paper
• Utilizing social media data for pharmacovigilance: A review

  2015cited by this paper
• Portable automatic text classification for adverse drug reaction detection via multi-corpus training

  2015cited by this paper
• Pharmacovigilance from social media: mining adverse drug reaction mentions using sequence labeling with word embedding cluster features

  2015cited by this paper
• Detecting public sentiment over PM2.5 pollution hazards through analysis of Chinese microblog

  2014cited by this paper
• Mining Adverse Drug Reactions from online healthcare forums using Hidden Markov Model

  2014cited by this paper
• Pharmacovigilance on Twitter? Mining Tweets for Adverse Drug Reactions

  2014cited by this paper
• Sentiment analysis algorithms and applications: A survey

  2014cited by this paper
• Digital Drug Safety Surveillance: Monitoring Pharmaceutical Products in Twitter

  2014cited by this paper
• SemEval-2014 Task 9: Sentiment Analysis in Twitter

  2014cited by this paper
• Detecting Adverse Drug Reactions Using a Sentiment Classification Framework

  2014cited by this paper
• SemEval-2013 Task 2: Sentiment Analysis in Twitter

  2013cited by this paper
• Efficient Estimation of Word Representations in Vector Space

  2013cited by this paper
• Monitoring Public Health Concerns Using Twitter Sentiment Classifications

  2013cited by this paper
• NRC-Canada: Building the State-of-the-Art in Sentiment Analysis of Tweets

  2013cited by this paper
• ADRTrace: Detecting Expected and Unexpected Adverse Drug Reactions from User Reviews on Social Media Sites

  2013cited by this paper
• Use of Sentiment Analysis for Capturing Patient Experience From Free-Text Comments Posted Online

  2013cited by this paper
• A Hybrid System for Emotion Extraction from Suicide Notes

  2012cited by this paper
• Lexicon-Based Methods for Sentiment Analysis

  2011cited by this paper
• Pattern mining for extraction of mentions of Adverse Drug Reactions from user comments.

  2011cited by this paper
• Predicting adverse drug events from personal health messages.

  2011cited by this paper
• Emotions Evoked by Common Words and Phrases: Using Mechanical Turk to Create an Emotion Lexicon

  2010cited by this paper
• Towards Internet-Age Pharmacovigilance: Extracting Adverse Drug Reactions from User Posts in Health-Related Social Networks

  2010cited by this paper
• Opinion Mining and Sentiment Analysis

  2008cited by this paper
• Sentiment analysis in multiple languages: Feature selection for opinion classification in Web forums

  2008cited by this paper
• Mining Adverse Drug Reactions with E-Science Workflows

  2008cited by this paper
• Validation studies of the health improvement network (THIN) database for pharmacoepidemiology research

  2007cited by this paper
• Dragon Toolkit: Incorporating Auto-Learned Semantic Knowledge into Large-Scale Text Retrieval and Mining

  2007cited by this paper
• Building Lexicon for Sentiment Analysis from Massive Collection of HTML Documents

  2007cited by this paper
• Under-Reporting of Adverse Drug Reactions

  2006cited by this paper
• Methods for Creating Semantic Orientation Dictionaries

  2006cited by this paper
• Recognizing Contextual Polarity in Phrase-Level Sentiment Analysis

  2005cited by this paper
• Mining Opinion Features in Customer Reviews

  2004cited by this paper
• Adverse drug reactions as cause of admission to hospital: prospective analysis of 18 820 patients

  2004cited by this paper
• Learning Extraction Patterns for Subjective Expressions

  2003cited by this paper
• Thumbs up? Sentiment Classification using Machine Learning Techniques

  2002cited by this paper
• Emotions : a general psychoevolutionary theory

  1984cited by this paper
• A Coefficient of Agreement for Nominal Scales

  1960cited by this paper

• Sentiment analysis survey: datasets, techniques, applications, tools, and challenges

  2025cites this paper
• Exploring Nostalgic Narrative Patterns in Documentaries: An Emotion Computing-Based Analysis

  2025cites this paper
• Sentiment Diffusion in Online Social Networks: A Survey from the Computational Perspective

  2025cites this paper
• Identifying Dietary Supplements Related Effects from Social Media by ChatGPT.

  2025cites this paper
• A Spine-Specific Lexicon for the Sentiment Analysis of Interviews with Adult Spinal Deformity Patients Correlates with SF-36, SRS-22, and ODI Scores: A Pilot Study of 25 Patients

  2025cites this paper
• A survey of sentiment analysis methods based on graph neural network

  2025cites this paper
• Detecting Adverse Drug Reactions from Twitter Data Using Natural Language Processing and Deep Learning

  2025cites this paper
• Enhanced Opinion Mining from Medical Tweets Using an Optimized Penguin Search-Based Feature Selection Algorithm

  2025cites this paper
• EADR: an ensemble learning method for detecting adverse drug reactions from twitter

  2024cites this paper
• SENTI Aid: Sentiment Analysis on Personal Relations and Aiding Mental Health

  2024cites this paper
• A Drug Abuse Detection Based on User Behavior and Linguistic Style

  2024cites this paper
• Exploring Sentiment and Emotion Analysis: A Systematic Review and Future Directions

  2024cites this paper
• Sentimental Analysis on Drug Reviews Using Fined Tuned Transformers

  2024cites this paper
• A holistic AI-based approach for pharmacovigilance optimization from patients behavior on social media

  2023cites this paper
• Advanced intelligent health advice with informative summaries to facilitate treatment decision-making

  2023cites this paper
• A Survey on Feature Extraction Techniques, Classification Methods and Applications of Sentiment Analysis

  2023cites this paper
• Automated data extraction of unstructured grey literature in health research: a mapping review of the current research literature

  2023cites this paper
• Efficient parameter tuning of neural foundation models for drug perspective prediction from unstructured socio-medical data

  2023cites this paper
• Data-Driven Solution to Identify Sentiments from Online Drug Reviews

  2023cites this paper
• Improving Sentiment Analysis in Social Media by Handling Lengthened Words

  2023cites this paper
• Automated data analysis of unstructured grey literature in health research: A mapping review

  2023cites this paper
• Prompting for Few-shot Adverse Drug Reaction Recognition from Online Reviews

  2023cites this paper
• An Empirical Study on Sentimental Drug Review Analysis Using Lexicon and Machine Learning-Based Techniques

  2023cites this paper
• A Statistical Analysis of Sentiment over Different Social Platforms on Drug Usage across High, Middle and Low-Income Countries

  2023cites this paper
• Financial sentiment analysis: Classic methods vs. deep learning models

  2023cites this paper
• The Sentiment Problem: A Critical Survey towards Deconstructing Sentiment Analysis

  2023cites this paper
• Multiple-Perspective Data-Driven Analysis of Online Health Communities

  2023cites this paper
• Negativity and Positivity in the ICU: Exploratory Development of Automated Sentiment Capture in the Electronic Health Record

  2023cites this paper
• Improving Drug Review Categorization Using Sentiment Analysis and Machine Learning

  2023cites this paper
• Identifying causal effects of the clinical sentiment of patients' nursing notes on anticipated fall risk stratification

  2023cites this paper
• Drug_SNSMiner: standard pharmacovigilance pipeline for detection of adverse drug reaction using SNS data

  2023influential citation
• Online Public Opinion Mining for Large Cross-Regional Projects: Case Study of the South-to-North Water Diversion Project in China

  2022cites this paper
• A Language-independent Network to Analyze the Impact of COVID-19 on the World via Sentiment Analysis

  2022cites this paper
• Data Mining Analysis of Online Drug Reviews

  2022cites this paper
• Sentiment Analysis of Opinions in Amazon Customer Reviews

  2022cites this paper
• A survey on clinical natural language processing in the United Kingdom from 2007 to 2022

  2022influential citation
• Longitudinal Sentiment Analyses for Radicalization Research: Intertemporal Dynamics on Social Media Platforms and their Implications

  2022cites this paper
• Emotions and Topics Expressed on Twitter During the COVID-19 Pandemic in the United Kingdom: Comparative Geolocation and Text Mining Analysis

  2022cites this paper
• Exploratory Data Analysis and Sentiment Analysis of Drug Reviews

  2022cites this paper
• Historical profile will tell? A deep learning-based multi-level embedding framework for adverse drug event detection and extraction

  2022cites this paper
• Sentiment Analysis with R: Natural Language Processing for Semi-Automated Assessments of Qualitative Data

  2022cites this paper
• A Comprehensive Survey on Sentiment Analysis in Twitter Data

  2022cites this paper
• The Case of Aspect in Sentiment Analysis: Seeking Attention or Co-Dependency?

  2022cites this paper
• Exploring Sentiment and Care Management of Hospitalized Patients During the First Wave of the COVID-19 Pandemic Using Electronic Nursing Health Records: Descriptive Study

  2022cites this paper
• “Not by Our Feeling, But by Other's Seeing”: Sentiment Analysis Technique in Cardiology—An Exploratory Review

  2022cites this paper
• Emotion diffusion effect: Negative sentiment COVID-19 tweets of public organizations attract more responses from followers

  2022cites this paper
• A survey on sentiment analysis methods, applications, and challenges

  2022cites this paper
• Language‐agnostic pharmacovigilant text mining to elicit side effects from clinical notes and hospital medication records

  2022cites this paper
• Grass-roots entrepreneurship complements traditional top-down innovation in lung and breast cancer

  2022cites this paper
• Data Mining Approaches for Sentiment Analysis in Online Social Networks (OSNs)

  2022cites this paper
• Preference access of users' cancer risk perception using disease-specific online medical inquiry texts

  2022cites this paper
• AN EFFICIENT MACHINE LEARNING APPROACH FOR TWITTER SENTIMENTAL ANALYSIS FOR LOW CLASSIFICATION ERROR RATES

  2021cites this paper
• Private Cross-Silo Federated Learning for Extracting Vaccine Adverse Event Mentions

  2021cites this paper
• Opinion Mining and Multi-Label Classification of Patient-Generated Long-Term Anti-Obesity Medication Reviews (Preprint)

  2021cites this paper
• A comprehensive survey on sentiment analysis: Approaches, challenges and trends

  2021cites this paper
• Do news sentiment and the economic uncertainty caused by public health events impact macroeconomic indicators? Evidence from a TVP-VAR decomposition approach

  2021cites this paper
• Artificial intelligence in clinical and translational science: Successes, challenges and opportunities

  2021cites this paper
• The Influence of Social Networks on Human Society

  2021cites this paper
• Monitoring drug trends in the digital environment-New methods, challenges and the opportunities provided by automated approaches.

  2021cites this paper
• Social Media Induced Transformations in Healthcare

  2021cites this paper
• An N-Gram Feature-Based Sentiment Classification Model for Drug User Reviews

  2021cites this paper
• Machine Learning on Mining Potential Adverse Drug Reactions for Pharmacovigilance

  2021cites this paper
• Drug_SNSMiner: Standard Pharmacovigilance Pipeline for Detection of Adverse Drug Reaction Using SNS Data (Preprint)

  2021cites this paper
• Augmenting Semantic Lexicons Using Word Embeddings and Transfer Learning

  2021cites this paper
• High-Frequency Cryptocurrency Trading Strategy using Tweet Sentiment Analysis

  2021cites this paper
• Tracking discussions of complementary, alternative, and integrative medicine in the context of the COVID-19 pandemic: a month-by-month sentiment analysis of Twitter data

  2021cites this paper
• A Study of Sentiment Analysis Approaches in Short Text

  2021cites this paper
• Aspect-based sentiment analysis with graph convolution over syntactic dependencies

  2021cites this paper
• MEDICAL SENTIMENT ANALYSIS BASED ON SOFT VOTING ENSEMBLE ALGORITHM

  2020cites this paper
• Adverse drug event detection and extraction from open data: A deep learning approach

  2020cites this paper
• Sentiment Analysis in Health and Well-Being: Systematic Review

  2020influential citation
• BertMCN: Mapping colloquial phrases to standard medical concepts using BERT and highway network

  2020cites this paper
• SACPC: A framework based on probabilistic linguistic terms for short text sentiment analysis

  2020cites this paper
• Drug Reviews: Cross-condition and Cross-source Analysis by Review Quantification Using Regional CNN-LSTM Models

  2020cites this paper
• The Arab Image in Spanish Social Media: A Twitter Sentiment Analytics Approach

  2020cites this paper
• Age Verification and Online Sales of Little Cigars and Cigarillos to Minors.

  2020cites this paper
• Mapping Social Distress: A Computational Approach to Spatiotemporal Distribution of Anxiety

  2020cites this paper
• Adverse drug reaction detection on social media with deep linguistic features

  2020cites this paper
• A scoping review of the use of Twitter for public health research

  2020influential citation
• An Effective Emotional Expression and Knowledge-Enhanced Method for Detecting Adverse Drug Reactions

  2020cites this paper
• Enhance Medical Sentiment Vectors through Document Embedding using Recurrent Neural Network

  2020cites this paper
• Application of Natural Language Processing with Supervised Machine Learning Techniques to Predict the Overall Drugs Performance

  2020cites this paper
• Exploring Key Issues Affecting African Mobile eCommerce Applications Using Sentiment and Thematic Analysis

  2020cites this paper
• Sentiment analysis of social media posts on pharmacotherapy: A scoping review

  2020cites this paper
• Learning structured medical information from social media

  2020cites this paper
• The role of advanced technologies supplemented with traditional methods in pharmacovigilance sciences.

  2020cites this paper
• USING SENTIMENT ANALYSIS IN PATIENT SATISFACTION: A SURVEY

  2020cites this paper
• A Sentiment Analysis Method for Analyzing Users Opinions About Drugs for Chronic Diseases

  2020cites this paper
• Drug Adverse Reaction Discovery Based on Attention Mechanism and Fusion of Emotional Information

  2020cites this paper
• A Deep Language-independent Network to analyze the impact of COVID-19 on the World via Sentiment Analysis

  2020cites this paper
• Sentence Transformers and Bayesian Optimization for Adverse Drug Effect Detection from Twitter

  2020cites this paper
• Summarize before Aggregate: A Global-to-local Heterogeneous Graph Inference Network for Conversational Emotion Recognition

  2020cites this paper
• A Hybrid Feature Learning Approach for Aspect-based Sentiment Analysis in Drug Reviews

  2020cites this paper
• Adverse Drug Reaction Detection Using Data Mining Techniques: A Review Article

  2020cites this paper
• Twitter sentiment analysis on coronavirus outbreak using machine learning algorithms

  2020cites this paper
• Deep Learning With Anaphora Resolution for the Detection of Tweeters With Depression: Algorithm Development and Validation Study

  2020cites this paper
• Harnessing social media data for pharmacovigilance: a review of current state of the art, challenges and future directions

  2019cites this paper
• User Dynamics in Mental Health Forums - A Sentiment Analysis Perspective

  2019cites this paper
• Multilevel Emotion Transfer on YouTube: Disentangling the Effects of Emotional Contagion and Homophily on Video Audiences

  2019cites this paper
• Sentiment Analysis on Tweets for a Disease and Treatment Combination

  2019cites this paper