ArticleScientific reports2023
Improving PM
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 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
11 citing papers in PubMed.
- Estimation of surface PMScientific reports · 2026Article
- Multi class aerial image classification in UAV networks employing Snake Optimization Algorithm with Deep Learning.Scientific reports · 2025Article
- Integrated approach of extreme learning machines and locally weighted linear regression for improved discharge coefficient prediction.Scientific reports · 2025Article
- Multimodal Particulate Matter Prediction: Enabling Scalable and High-Precision Air Quality Monitoring Using Mobile Devices and Deep Learning Models.Sensors (Basel, Switzerland) · 2025Article
- Improved Prediction of Hourly PMToxics · 2025Article
- Snake Optimization Algorithm Augmented by AdaptiveBiomimetics (Basel, Switzerland) · 2025Article
- Comparative assessment of empirical and hybrid machine learning models for estimating daily reference evapotranspiration in sub-humid and semi-arid climates.Scientific reports · 2025Article
- Forecasting monthly runoff in a glacierized catchment: A comparison of extreme gradient boosting (XGBoost) and deep learning models.PloS one · 2025Article
- Modeling of scour hole characteristics under turbulent wall jets using machine learning.Scientific reports · 2024Article
- Towards greener futures: SVR-based COHeliyon · 2024Article
- Air pollutant prediction model based on transfer learning two-stage attention mechanism.Scientific reports · 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
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Fine particulate matter (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.