ArticleJournal of big data2021
Air-pollution prediction in smart city, deep learning approach.
Article in Journal of big data, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 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
20 citing papers in PubMed.
- Leveraging Artificial Intelligence in Allergy, Asthma, and Immunology With Environmental Exposures.Allergy · 2026Review
- Semiparametric hybrid air quality forecasting using prophet ensemble and feature selection.Scientific reports · 2026Article
- Air quality index prediction using machine learning regression models: A comparative analysis.PloS one · 2026Article
- Designing a residual-enhanced hybrid Prophet-LSTM framework for urban air pollution forecasting in Beijing.Scientific reports · 2025Article
- Intelligent prediction of air quality index based on the transformer-BiLSTM model.Scientific reports · 2025Article
- Leveraging artificial intelligence to enable sustainable urban development through the creation of smart and environmentally friendly carbon-free cities.Scientific reports · 2025Article
- A Comprehensive Review of Data-Driven Techniques for Air Pollution Concentration Forecasting.Sensors (Basel, Switzerland) · 2025Review
- Air quality prediction-based big data analytics using hebbian concordance and attention-based long short-term memory.Scientific reports · 2025Article
- Advanced air quality prediction using multimodal data and dynamic modeling techniques.Scientific reports · 2025Article
- An ODE based neural network approach for PM2.5 forecasting.Scientific reports · 2025Article
- Air quality prediction based on factor analysis combined with Transformer and CNN-BILSTM-ATTENTION models.Scientific reports · 2025Article
- Associations of greenhouse gases, air pollutants and dynamics of scrub typhus incidence in China: a nationwide time-series study.BMC public health · 2025Article
- Exploration of transfer learning techniques for the prediction of PMScientific reports · 2025Article
- Air quality prediction and control systems using machine learning and adaptive neuro-fuzzy inference system.Heliyon · 2024Article
- Deep-learning architecture for PMEnvironmental science and ecotechnology · 2024Review
- Particulate matter forecast and prediction in Curitiba using machine learning.Frontiers in big data · 2024Article
- Real-time AIoT platform for monitoring and prediction of air quality in Southwestern Morocco.PloS one · 2024Article
- AI-IoT Low-Cost Pollution-Monitoring Sensor Network to Assist Citizens with Respiratory Problems.Sensors (Basel, Switzerland) · 2023Article
- Air pollution particulate matter (PM2.5) prediction in South African cities using machine learning techniques.Frontiers in artificial intelligence · 2023Article
- Analyzing perceptions of a global event using CNN-LSTM deep learning approach: the case of Hajj 1442 (2021).PeerJ. Computer science · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Over the past few decades, due to human activities, industrialization, and urbanization, air pollution has become a life-threatening factor in many countries around the world. Among air pollutants, Particulate Matter with a diameter of less than
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.