ArticleNational science review2021
Robust prediction of hourly PM
Article in National science review, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 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
13 citing papers in PubMed.
- Integrating dietary patterns and metabolomics with machine learning for metabolic syndrome risk assessment in a rural population.NPJ science of food · 2026Article
- Four-Decade (1980-2023) Surface Ozone Concentrations across the Contiguous United States: Fine-Resolution Estimates and Health Implications.Environmental science & technology · 2026Article
- Racial and ethnic disparities in exposure to short-term NOJournal of hazardous materials · 2025Article
- DyeLeS: a web platform for predicting and classifying fluorescence properties of bioactive molecules.RSC advances · 2025Article
- Utilizing SMOTE-TomekLink and machine learning to construct a predictive model for elderly medical and daily care services demand.Scientific reports · 2025Article
- Real-time mapping of gapless 24-hour surface PMNational science review · 2025Article
- Article
- A spatiotemporal XGBoost model for PMHeliyon · 2023Article
- Predicting of Daily PMToxics · 2023Article
- Prediction of road dust concentration in open-pit coal mines based on multivariate mixed model.PloS one · 2023Article
- Attributing Increases in Ozone to Accelerated Oxidation of Volatile Organic Compounds at Reduced Nitrogen Oxides Concentrations.PNAS nexus · 2022Article
- Machine Learning and Meteorological Normalization for Assessment of Particulate Matter Changes during the COVID-19 Lockdown in Zagreb, Croatia.International journal of environmental research and public health · 2022Article
- Numerical Forecast Correction of Temperature and Wind Using a Single-Station Single-Time Spatial LightGBM Method.Sensors (Basel, Switzerland) · 2021Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Retrieving historical 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.