Assessing plague risk across seven decades of environmental change in Inner Mongolia, China: An interpretable machine learning.

Xiaoxu Wang, Meng Shang, Chunchun Zhao, Yelin Sun, Lianfang Feng, Lianxu Xia, Qiyong Liu

Abstract read

In one paragraph

Article in iScience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it

0cells of the map it votes in

1citing 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

1 citing paper in PubMed.

Explainable machine learning and physics-constrained optimization of chalcogen catalysts for sustainable hydrogen production.iScience · 2026
Article

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

7 authors.

Xiaoxu WangSchool of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China.

Meng ShangNational Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, Department of Vector Biology and Control, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China.

Chunchun ZhaoNational Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, Department of Vector Biology and Control, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China.

Yelin SunNational Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, Department of Vector Biology and Control, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China.

Lianfang FengSchool of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China.

Lianxu XiaNational Key Laboratory of Intelligent Tracking and Forecasting for Infectious Disease, Department of Vector Biology and Control, National Institute for Communicable Disease Control and Prevention, Chinese Center for Disease Control and Prevention, Beijing 102206, China.

Qiyong LiuSchool of Public Health, Cheeloo College of Medicine, Shandong University, Jinan 250012, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Plague, caused by

Indexed as

environmental healthenvironmental monitoringmedical microbiologypublic healthrisk assessment

Identifiers

PMID42111221

DOI10.1016/j.isci.2026.115611

PMCPMC13157003

What Socratic holds

Textmetadata

LicenceCC BY-NC-ND

Read underepoch 390

Registered trials

None linked

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 Socratic graph.