ArticleEnvironmental science & technology2020
An Ensemble Learning Approach for Estimating High Spatiotemporal Resolution of Ground-Level Ozone in the Contiguous United States.
Article in Environmental science & technology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 119 papers, 2 of them syntheses 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
119 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Can a single pollen measurement site provide exposure information for health research across an entire state? Results from a study of allergic-type asthma associated with thunderstorms (2007-2018).Journal of exposure science & environmental epidemiology · 2026Pooled it
- Long-term exposure to nitrogen dioxide and mortality: A systematic review and meta-analysis.The Science of the total environment · 2021Pooled it
- Outdoor Air Pollution, Perivascular Space Morphology, and Cognition in Preadolescence.Biological psychiatry global open science · 2026Article
- PMEnvironmental health perspectives · 2026Article
- Air pollution and autism-like traits: Sensitive periods and joint effects of exposure to sources and constituents of fine particulate matter.Environmental research · 2026Article
- Short-term exposure to heat associated with lower lung function in older adults: analysis of the Lung VITAL cohort.BMJ open respiratory research · 2026Article
- Extreme heat and hospitalization with Parkinson's disease among older adults.Journal of exposure science & environmental epidemiology · 2026Article
- Long-term cumulative associations of annual air pollution exposure and hospitalization with Parkinson's Disease.Environmental epidemiology (Philadelphia, Pa.) · 2026Article
- A Tutorial on Best Practices and Pitfalls in Applying Machine Learning to Environmental Research.ACS environmental Au · 2026Article
- Linking mixtures of air pollution exposures and preterm birth with a self-organizing map.Journal of exposure science & environmental epidemiology · 2026Article
- Ambient pollution components and sources are associated with hippocampal architecture and memory in pre-adolescents.BMC medicine · 2026Article
- Neighborhood air pollution is associated with attenuated neurocognitive maturation over early adolescence.Developmental cognitive neuroscience · 2026Article
- Four-Decade (1980-2023) Surface Ozone Concentrations across the Contiguous United States: Fine-Resolution Estimates and Health Implications.Environmental science & technology · 2026Article
- Growing impacts of fire smoke on ozone pollution and associated mortality burden in the United States.Science advances · 2026Article
- Air pollution and mortality in a University of Michigan amyotrophic lateral sclerosis cohort: a survival analysis.Environmental health : a global access science source · 2026Article
- Associations between Ambient Air Pollution and Cardiovascular and Respiratory Healthcare Visits in Adolescent and Young Adult Cancer Survivors.Cancer epidemiology, biomarkers & prevention : a publication of the American Association for Cancer Research, cosponsored by the American Society of Preventive Oncology · 2026Article
- Advances in Emissions, Modeling, and Source Apportionment.Environmental science & technology · 2026Article
- Prenatal exposure to extreme heat and autism in children.The Science of the total environment · 2026Article
- Prenatal Exposure to Wildfire and Autism in Children.Environmental science & technology · 2026Article
- Prenatal greenness, air pollution, and birthweight: Assessing sensitive windows of exposure and sub-populations in a multi-exposure setting.Environment international · 2026Article
59 more citing papers are in PubMed but not listed here.
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
Abstract
In this paper, we integrated multiple types of predictor variables and three types of machine learners (neural network, random forest, and gradient boosting) into a geographically weighted ensemble model to estimate the daily maximum 8 h O
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.