Global Incidence of Diarrheal Diseases—An Update Using an Interpretable Predictive Model Based on XGBoost and SHAP: A Systematic Analysis

Diarrheal diseases are still serious public health concerns, with predicted increases in the incident cases despite decreasing ASIRs globally. Children aged < 5 years remain highly susceptible to diarrheal diseases, yet the incidence rate in the older adults aged 60 plus years still warrants additional attention. Additionally, more targeted efforts to improve access to safe drinking water and sanitation services are crucial for reducing the incidence of diarrheal diseases globally.

Authors

Institutions

Publication Details

Journal
Nutrients
Published
2024-09-23
DOI
https://doi.org/10.3390/nu16183217
Citations
24
Primary Topic
Viral gastroenteritis research and epidemiology
Type
article
Field-Weighted Citation Impact
9.34
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Global Incidence of Diarrheal Diseases—An Update Using an Interpretable Predictive Model Based on XGBoost and SHAP: A Systematic Analysis

Zhen Luo, Juan Su, Dan Liang, Ying‐Si Lai et al.
24 citations
Nutrients
Viral gastroenteritis research and epidemiology
9.34
article

Global Incidence of Diarrheal Diseases—An Update Using an Interpretable Predictive Model Based on XGBoost and SHAP: A Systematic Analysis

Zhen Luo, Juan Su, Dan Liang, Ying‐Si Lai, Changyi Wang, Shuang Liu, Li Wang, Yanxi Chen, Yun Xiao, Changwen Ke, Shanglin Li, Xing Zhou, Shan Xu, Panpan Zhong
article en
24 citations

Abstract

Diarrheal diseases are still serious public health concerns, with predicted increases in the incident cases despite decreasing ASIRs globally. Children aged < 5 years remain highly susceptible to diarrheal diseases, yet the incidence rate in the older adults aged 60 plus years still warrants additional attention. Additionally, more targeted efforts to improve access to safe drinking water and sanitation services are crucial for reducing the incidence of diarrheal diseases globally.

NutrientsVol. 16(18)
Sun Yat-sen University (CN), Jinan University (CN), Guangdong Provincial Center for Disease Control and Prevention (CN), Shenzhen Nanshan Center for Chronic Disease Control (CN), Southern Medical University (CN)
Clean water and sanitation
Openalex Percentile: Top 1%
Viral gastroenteritis research and epidemiology
9.34
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.