ReviewSN computer science2021
Data Science and Analytics: An Overview from Data-Driven Smart Computing, Decision-Making and Applications Perspective.
Review in SN computer science, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 3 of them syntheses that pooled it.
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
34 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A systematic literature review on analytical thinking development in mathematics education: trends across time and countries.Frontiers in psychology · 2025Pooled it
- Data Analytics and Administrative Decision-Making in Nursing Management: A Systematic Review.Journal of nursing management · 2025Pooled it
- The Value of Applying Big Data Analytics in Health Supply Chain Management.F1000Research · 2024Pooled it
- Conditioned Pain Modulation and Pleasant Pain Relief as Complementary Processes Reflecting Individual Differences in Pain Coping: A Clustering Approach.European journal of pain (London, England) · 2026Article
- Using data science to identify climate change and health adverse impacts and solutions in Africa: a scoping review.npj health systems · 2026Article
- A cognitively inspired feature-level fusion framework for interpretable retail sales forecasting using integration of extreme gradient boost machine, artificial neural network and attention mechanism model.Frontiers in big data · 2026Article
- Pattern and structural detection in grayscale images through the application of quantile graphs in higher-dimensional spaces.Scientific reports · 2025Article
- Faster, better?: Testing artificial intelligence accuracy for neurosurgical literature analysis.Medicine · 2025Article
- Article
- Machine learning-based strategies for improving healthcare data quality: an evaluation of accuracy, completeness, and reusability.Frontiers in artificial intelligence · 2025Article
- Motor symptoms of Parkinson's disease: critical markers for early AI-assisted diagnosis.Frontiers in aging neuroscience · 2025Review
- Post-pandemic era: global trends, benefits, and barriers in integrating artificial intelligence into public health education.Frontiers in public health · 2025Review
- Generating Biomedical Knowledge Graphs from Knowledge Bases, Registries, and Multiomic Data.bioRxiv : the preprint server for biology · 2024Article
- EEG β oscillations in aberrant data perception under cognitive load modulation.Scientific reports · 2024Article
- Towards equitable AI in oncology.Nature reviews. Clinical oncology · 2024Review
- Autonomous Image-Based Corrosion Detection in Steel Structures Using Deep Learning.Sensors (Basel, Switzerland) · 2024Article
- Identifying Risk Indicators of Cardiovascular Disease in Fasa Cohort Study (FACS): An Application of Generalized Linear Mixed-Model Tree.Archives of Iranian medicine · 2024Article
- Regression-Based Machine Learning for Predicting Lifting Movement Pattern Change in People with Low Back Pain.Sensors (Basel, Switzerland) · 2024Article
- Enhancing Data Science and Genomics Capacity of a Historically Black Medical College Through Interdisciplinary Training and Research Collaborations.Journal of biotechnology and biomedicine · 2024Article
- Inverting social innovation to transform health system responses to climate change adaptation and mitigation in the global south.Frontiers in public health · 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
1 author.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The digital world has a wealth of data, such as internet of things (IoT) data, business data, health data, mobile data, urban data, security data, and many more, in the current age of the Fourth Industrial Revolution (Industry 4.0 or 4IR). Extracting knowledge or useful insights from these data can be used for
Indexed as
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.