Evidence map›Paper›PMID 42164889›Full record

ArticleEnvironment & health (Washington, D.C.)2026

Environmental Triggers and Ocular Disease Networks: Analyzing the Impact of Air Pollutants and Meteorological Factors Using Fuzzy Cognitive Maps.

Li Zhang, Fabao Xu, Haixiang Jiang, Yaxin Miao, Yi Xiang, Lu Zhang, Qing Huang, Deying Yu, Meijia Wang, Xu Wang and 9 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Environment & health (Washington, D.C.), 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
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

19 authors.

Li ZhangDepartment of Ophthalmology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Street, Jiang'an, Wuhan, Hubei 430014, China.
Fabao XuDepartment of Ophthalmology, Qilu Hospital, Shandong University, 107 West Wenhua Road, Lixia, Jinan, Shandong 250011, China.
Haixiang JiangHaixiang Eye Hospital, 44 Changle West Road, Xincheng, Xi'an, Shaanxi 710032, China.
Yaxin MiaoDepartment of Ophthalmology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Street, Jiang'an, Wuhan, Hubei 430014, China.
Yi XiangDepartment of Ophthalmology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Street, Jiang'an, Wuhan, Hubei 430014, China.
Lu ZhangDepartment of Ophthalmology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Street, Jiang'an, Wuhan, Hubei 430014, China.
Qing HuangDepartment of Ophthalmology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Street, Jiang'an, Wuhan, Hubei 430014, China.
Deying YuDepartment of Ophthalmology, University Malaya Medical Centre, , Jalan Profesor Diraja Ungku Aziz, Lembah Pantai, Kuala Lumpur, Wilayah Persekutuan Kuala Lumpur 59100, Malaysia.
Meijia WangSchool of Electronic Information and Artificial Intelligence, Shannxi University of Science & Technology, Xi'an Weiyang University Park, 1 Weiyang Road, Weiyang, Xi'an, Shaanxi 710021, China.
Xu WangSchool of Software, Shanxi Agricultural University, 1 Mingxian South Road, Taigu, Jinzhong, Shanxi 030801, China.
Shiqiang LiDepartment of Ophthalmology, Qilu Hospital, Shandong University, 107 West Wenhua Road, Lixia, Jinan, Shandong 250011, China.
Boxuan SongDepartment of Ophthalmology, Qilu Hospital, Shandong University, 107 West Wenhua Road, Lixia, Jinan, Shandong 250011, China.
Zhiwen LiDepartment of Ophthalmology, Qilu Hospital, Shandong University, 107 West Wenhua Road, Lixia, Jinan, Shandong 250011, China.
Xueying YangDepartment of Ophthalmology, Qilu Hospital, Shandong University, 107 West Wenhua Road, Lixia, Jinan, Shandong 250011, China.
Jing WeiMEEKL-AERM, College of Environmental Sciences and Engineering, Institute of Tibetan Plateau, and Center for Environment and Health, Peking University, 5 Yiheyuan Road, Haidian, Beijing 100871, China.
Jianqiao LiDepartment of Ophthalmology, Qilu Hospital, Shandong University, 107 West Wenhua Road, Lixia, Jinan, Shandong 250011, China.
Chengcheng ZhangMedical Genetics Center, Maternal and Child Health Hospital of Hubei Province, 745 Wuluo Road, Hongshan, Wuhan, Hubei 430070, China.
Kai ZhangGyenno Science Co. Ltd. 18F, Tower B, Galaxy World, 1 Changfa Road, Nanshan, Shenzhen, Guangdong 518055, China.ORCID https://orcid.org/0000-0001-9054-288X
Yong WangAier Eye Hospital of Wuhan University (Wuhan Aier Eye Hospital), No. 481, Zhongshan Road, Wuchang, Wuhan, Hubei 430060, China.ORCID https://orcid.org/0000-0002-7645-9972

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Growing evidence suggests that climate change and air pollution significantly contribute to the rising incidence of ocular morbidity; however, quantifying the complex interplay of these factors presents significant methodological challenges. This study aimed to investigate the impact of multiple air pollutants and meteorological conditions on common ocular diseases utilizing Fuzzy Cognitive Maps (FCMs) and to delineate the pathogenic relationships among them. We analyzed data from 28,981 hospitalizations in ophthalmology (2019-2024) at a tertiary hospital in Wuhan, China, coupled with daily environmental data for key air pollutants (PM

Indexed as

air pollutionclimate changeenvironmental exposurefuzzy cognitive maps (FCMs)ocular diseases

Identifiers

PMID42164889
PMCPMC13185060

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Registered trials

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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.