ArticleHeliyon2022
Forecasting of Beijing PM
Article in Heliyon, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 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
8 citing papers in PubMed.
- Integrating quantile regression with ARIMA and ANN for interpretable and accurate PM2.5 forecasting in Hat Yai, Thailand.Scientific reports · 2025Article
- Intelligent prediction of air quality index based on the transformer-BiLSTM model.Scientific reports · 2025Article
- Improved prediction model for daily PMScientific reports · 2025Article
- High-accuracy PMScientific reports · 2025Article
- Seasonal and periodic patterns of PM2.5 in Manhattan using the variable bandpass periodic block bootstrap.PloS one · 2025Article
- Article
- Air-quality prediction based on the ARIMA-CNN-LSTM combination model optimized by dung beetle optimizer.Scientific reports · 2023Article
- Two novel nonlinear multivariate grey models with kernel learning for small-sample time series prediction.Nonlinear dynamics · 2023Article
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
No grant is acknowledged in the PubMed record.
Abstract
Accurate particulate matter 2.5 (PM
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.