ArticleGeoHealth2022
Sensitivity of Air Pollution Exposure and Disease Burden to Emission Changes in China Using Machine Learning Emulation.
Article in GeoHealth, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 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
9 citing papers in PubMed.
- A LASSO-based reduced-form CMAQ model for predicting ozone and PM2.5 responses to emission changes in South Korea.PloS one · 2026Article
- Prediction of the disease burden of nasopharyngeal carcinoma in China: A comparative analysis of ARIMA, LSTM, and DNN models.Medicine · 2025Article
- Causal-inference machine learning reveals the drivers of China's 2022 ozone rebound.Environmental science and ecotechnology · 2025Article
- A new ChatGPT-empowered, easy-to-use machine learning paradigm for environmental science.Eco-Environment & Health · 2024Article
- Air pollution accountability research: Moving from a chain to a web.Global epidemiology · 2023Article
- Article
- COPD deaths attributable to ozone in 2019 and future projections using the WHO AQG 2021 in urban China.Eco-Environment & Health · 2022Article
- Emission Sector Impacts on Air Quality and Public Health in China From 2010 to 2020.GeoHealth · 2022Article
- Sensitivity of Air Pollution Exposure and Disease Burden to Emission Changes in China Using Machine Learning Emulation.GeoHealth · 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
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Machine learning models can emulate chemical transport models, reducing computational costs and enabling more experimentation. We developed emulators to predict annual-mean fine particulate matter (PM
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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.