ArticleACS ES&T air2026
A Hybrid Transfer Learning Approach for Ambient PM
Qiang Pu, Qingyang Zhu, Elvis Medina, Alan Llacza, Bryan Vu, Jianzhao Bi, Kenan Li, Laura Nicolaou, William Checkley, Stella Hartinger and 2 more
Abstract read
In one paragraphArticle in ACS ES&T air, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
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.
2 · The registryThe 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.
3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
12 authors.
Qiang PuCollege for Public Health and Social Justice, Saint Louis University, St. Louis, Missouri 63103, United States.ORCID 0000-0002-5446-3268 Qingyang ZhuGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, Georgia 30322, United States.
Elvis MedinaNational Meteorological and Hydrological Service of Peru, Lima 15072, Peru.
Alan LlaczaNational Meteorological and Hydrological Service of Peru, Lima 15072, Peru.
Bryan VuDepartment of Environmental Health, Harvard TH Chan School of Public Health, Boston, Massachusetts 02115, United States.
Jianzhao BiDepartment of Environmental and Occupational Health Sciences, University of Washington, Seattle, Washington 98195, United States.
Kenan LiCollege for Public Health and Social Justice, Saint Louis University, St. Louis, Missouri 63103, United States.ORCID 0000-0002-4641-6699 Laura NicolaouDivision of Pulmonary and Critical Care, School of Medicine, Johns Hopkins University, Baltimore, Maryland 21205, United States; Department of Environmental Health and Engineering, Bloomberg School of Public Health and Center for Global Non-Communicable Disease Research and Training, School of Medicine, Johns Hopkins University, Baltimore, Maryland 21205, United States.ORCID 0000-0003-2539-9620 William CheckleyDivision of Pulmonary and Critical Care, School of Medicine, Johns Hopkins University, Baltimore, Maryland 21205, United States; Center for Global Non-Communicable Disease Research and Training, School of Medicine, Johns Hopkins University, Baltimore, Maryland 21205, United States.
Stella HartingerCentro Latino Americano de Excelencia en Cambio Climático y Salud, Universidad Peruana Cayetano Heredia, Lima 15102, Peru.
Kyle SteenlandGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, Georgia 30322, United States.ORCID 0000-0001-7873-4678 Yang LiuGangarosa Department of Environmental Health, Rollins School of Public Health, Emory University, Atlanta, Georgia 30322, United States.ORCID 0000-0001-5477-2186 Funding
Building U.S. Research Capacity Through International Environmental Health Science on Air Pollution, Cardiorespiratory Disease, and Alzheimer’s Disease (Research U01)U01TW010107 · FIC · UNIVERSIDAD PERUANA CAYETANO HEREDIA · PI William Checkley, Stella Maria Hartinger · 2015 to 2026
$3.5MFIC NIH HHS U01 TW010107
6 · The paper itselfAbstract
Exposure to fine particulate matter (PM
Indexed as
exposure modelLMICsPM2.5sampling biastransfer learning
Identifiers
PMID42877688
PMCPMC13663721
What OpenQuestion holds
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