ArticleEnvironmental science and pollution research international2021
A hybrid deep learning technology for PM
Article in Environmental science and pollution research international, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers, 1 of them a synthesis 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
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Prediction accuracy of available early warning systems for air pollution across WHO South-East Asia region: a systematic review.Frontiers in public health · 2026Pooled it
- Forecasting of PMScientific reports · 2026Article
- Hybrid deep learning model for air quality prediction and its impact on healthcare.Scientific reports · 2026Article
- Application of the Lasso regularisation technique in mitigating overfitting in air quality prediction models.Scientific reports · 2025Article
- Exploring regional air pollution transition dynamics: A multi-state markov model approach.PloS one · 2025Article
- Deep-learning architecture for PMEnvironmental science and ecotechnology · 2024Review
- Air quality forecasting using a spatiotemporal hybrid deep learning model based on VMD-GAT-BiLSTM.Scientific reports · 2024Article
- A novel coupled rainfall prediction model based on stepwise decomposition technique.Scientific reports · 2024Article
- Machine learning algorithms to forecast air quality: a survey.Artificial intelligence review · 2023Article
- Short-Term Photovoltaic Power Forecasting Based on Historical Information and Deep Learning Methods.Sensors (Basel, Switzerland) · 2022Article
- Air quality prediction using CNN+LSTM-based hybrid deep learning architecture.Environmental science and pollution research international · 2022Article
- A Novel Hybrid Method to Predict PMComputational intelligence and neuroscience · 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
3 authors.
Funding
Abstract
The concentration of PM
Indexed as
Identifiers
33759095What 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.