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ORIGINAL RESEARCH article

Front. Public Health

Sec. Aging and Public Health

This article is part of the Research TopicPrevention in Practice: Oral Health for Older AdultsView all articles

Development and Internal Validation of a Risk Prediction Model for Oral Frailty in Hospitalized Older Adults with Chronic Diseases

Provisionally accepted
Ming  ZhangMing Zhang1,2*Huan  LiuHuan Liu3Xinyu  HuXinyu Hu4QingWei  LiuQingWei Liu5Ming  ShaoMing Shao6Xiaohua  HuangXiaohua Huang6Jingjing  LuoJingjing Luo3Shichang  FangShichang Fang3Xiubin  TaoXiubin Tao3Jiating  LinJiating Lin3*Jun-kai  DouJun-kai Dou7Junzhuo  GuJunzhuo Gu6
  • 1Wanna Medical College, Wuhu, China
  • 2Key Laboratory of Philosophy and Social Science of Anhui Province on Adolescent Mental Health and Crisis intelligence Intervention, Hefei, China
  • 3Yijishan Hospital of Wannan Medical College, Wuhu, China
  • 4The Second Affiliated Hospital of Wangnan Medical College, Wuhu, China
  • 5Shandong Provincial Hospital Affiliated to Shandong First Medical University‌, Jinan, China
  • 6Wannan Medical College, Wuhu, China
  • 7Lu’an Hospital of Anhui Medical University, Lu'an, China

The final, formatted version of the article will be published soon.

This study aimed to investigate the prevalence and influencing factors of oral frailty, a significant geriatric syndrome, among hospitalized older adults with chronic diseases, and to develop a corresponding risk prediction model to facilitate early screening and intervention.

Keywords: factors, nomogram, older adults, Oral frailty, Risk prediction model

Received: 02 Oct 2025; Accepted: 02 Jan 2026.

Copyright: © 2026 Zhang, Liu, Hu, Liu, Shao, Huang, Luo, Fang, Tao, Lin, Dou and Gu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence:
Ming Zhang
Jiating Lin

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