ArticleSocial network analysis and mining2023
Sentiment analysis using Twitter data: a comparative application of lexicon- and machine-learning-based approach.
Article in Social network analysis and mining, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
14 citing papers in PubMed.
- Collecting data from YouTube using the official API: A tutorial and a ready-to-use tool.Behavior research methods · 2026Article
- Article
- Digital Therapeutics and Blended Care in Major Depressive Disorder: Current Evidence and Future Directions.Advances in experimental medicine and biology · 2026Review
- Emotion dysregulation as a marker in adolescent mental health with EEG-based prediction model.Scientific reports · 2025Article
- Evaluating sentiment analysis models in healthcare: addressing bias and enhancing interpretability.Frontiers in public health · 2025Article
- Using EEG technology to enhance performance measurement in physical education.Frontiers in public health · 2025Article
- Advancing the safe motherhood initiative: A qualitative and sentiment analysis of local physician's perspectives on antibiotic self-medication during pregnancy in a low- and middle-income country.PLOS global public health · 2025Article
- Sentiment analysis of social media for enhancing disaster response strategies.Frontiers in public health · 2025Article
- Evaluating for Evidence of Sociodemographic Bias in Conversational AI for Mental Health Support.Cyberpsychology, behavior and social networking · 2025Article
- Will Public Health Emergencies Affect Compensatory Consumption Behavior? Evidence from Emotional Eating Perspective.Foods (Basel, Switzerland) · 2024Article
- A hybrid transformer and attention based recurrent neural network for robust and interpretable sentiment analysis of tweets.Scientific reports · 2024Article
- An analysis of customer perception using lexicon-based sentiment analysis of Arabic Texts framework.Heliyon · 2024Article
- Enhancing machine learning-based sentiment analysis through feature extraction techniques.PloS one · 2024Article
- Machine and deep learning algorithms for sentiment analysis during COVID-19: A vision to create fake news resistant society.PloS one · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
PubMed holds no abstract for this paper.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.