Cargando…

Machine learning for predicting diabetes risk in western China adults

OBJECTIVE: Diabetes mellitus is a global epidemic disease. Long-time exposure of patients to hyperglycemia can lead to various type of chronic tissue damage. Early diagnosis of and screening for diabetes are crucial to population health. METHODS: We collected the national physical examination data i...

Descripción completa

Detalles Bibliográficos
Autores principales:	Li, Lin, Cheng, Yinlin, Ji, Weidong, Liu, Mimi, Hu, Zhensheng, Yang, Yining, Wang, Yushan, Zhou, Yi
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	BioMed Central 2023
Materias:	Research
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10373320/ https://www.ncbi.nlm.nih.gov/pubmed/37501094 http://dx.doi.org/10.1186/s13098-023-01112-y

Ejemplares similares

Development and validation of prediction models for hypertension risks: A cross-sectional study based on 4,287,407 participants
por: Ji, Weidong, et al.
Publicado: (2022)

Nomogram Model for Screening the Risk of Type II Diabetes in Western Xinjiang, China
por: Wang, Yushan, et al.
Publicado: (2021)

A Machine Learning Based Framework to Identify and Classify Non-alcoholic Fatty Liver Disease in a Large-Scale Population
por: Ji, Weidong, et al.
Publicado: (2022)

Machine Learning for Predicting the 3-Year Risk of Incident Diabetes in Chinese Adults
por: Wu, Yang, et al.
Publicado: (2021)

Machine learning algorithms for predicting the risk of fracture in patients with diabetes in China
por: Chu, Sijia, et al.
Publicado: (2023)

Adverse events after repair of tetralogy of Fallot: prediction models by machine learning of a retrospective cohort study in western China
por: Xi, Linyun, et al.
Publicado: (2023)

Cost Control of Treatment for Cerebrovascular Patients Using a Machine Learning Model in Western China
por: Zeng, Siyu, et al.
Publicado: (2021)

Predicting misdiagnosed adult-onset type 1 diabetes using machine learning
por: Cheheltani, Rabee, et al.
Publicado: (2022)

Application and interpretation of machine learning models in predicting the risk of severe obstructive sleep apnea in adults
por: Shi, Yewen, et al.
Publicado: (2023)

Predicting open wound mortality in the ICU using machine learning
por: Akiki, Ronald K., et al.
Publicado: (2021)

A narrative review on machine learning in diagnosis and prognosis prediction for tongue squamous cell carcinoma
por: Lin, Yingyu, et al.
Publicado: (2022)

Predicting Diabetes Mellitus With Machine Learning Techniques
por: Zou, Quan, et al.
Publicado: (2018)

Predicting the Onset of Diabetes with Machine Learning Methods
por: Chou, Chun-Yang, et al.
Publicado: (2023)

Implementing machine learning in bipolar diagnosis in China
por: Ma, Yantao, et al.
Publicado: (2019)

Predicting incidence of hepatitis E using machine learning in Jiangsu Province, China
por: Cheng, Xiaoqing, et al.
Publicado: (2022)

Predicting the 5-Year Risk of Nonalcoholic Fatty Liver Disease Using Machine Learning Models: Prospective Cohort Study
por: Huang, Guoqing, et al.
Publicado: (2023)

Machine Learning in Multimodal Medical Imaging
por: Xia, Yong, et al.
Publicado: (2017)

Predictive Supervised Machine Learning Models for Diabetes Mellitus
por: Muhammad, L. J., et al.
Publicado: (2020)

A Machine Learning Approach to Predicting Diabetes Complications
por: Jian, Yazan, et al.
Publicado: (2021)

A Machine Learning Framework to Predict the Tensile Stress of Natural Rubber: Based on Molecular Dynamics Simulation Data
por: Huang, Yongdi, et al.
Publicado: (2022)

Machine learning for the prediction of cognitive impairment in older adults
por: Li, Wanyue, et al.
Publicado: (2023)

Machine learning approach to predict body weight in adults
por: Fujihara, Kazuya, et al.
Publicado: (2023)

Machine learning for infection risk prediction in postoperative patients with non-mechanical ventilation and intravenous neurotargeted drugs
por: Du, Yi, et al.
Publicado: (2022)

Machine learning models to predict in-hospital mortality in septic patients with diabetes
por: Qi, Jing, et al.
Publicado: (2022)

Practice of the new supervised machine learning predictive analytics for glioma patient survival after tumor resection: Experiences in a high-volume Chinese center
por: Li, Yushan, et al.
Publicado: (2023)

Identifying and Predicting Autism Spectrum Disorder Based on Multi-Site Structural MRI With Machine Learning
por: Duan, YuMei, et al.
Publicado: (2022)

Predictive model and risk analysis for diabetic retinopathy using machine learning: a retrospective cohort study in China
por: Li, Wanyue, et al.
Publicado: (2021)

Prediction model for gestational diabetes mellitus using the XG Boost machine learning algorithm
por: Hu, Xiaoqi, et al.
Publicado: (2023)

Predicting the 2-Year Risk of Progression from Prediabetes to Diabetes Using Machine Learning among Chinese Elderly Adults
por: Liu, Qing, et al.
Publicado: (2022)

Demand prediction of medical services in home and community-based services for older adults in China using machine learning
por: Huang, Yucheng, et al.
Publicado: (2023)

Early Prediction of Gestational Diabetes Mellitus in the Chinese Population via Advanced Machine Learning
por: Wu, Yan-Ting, et al.
Publicado: (2020)

Adverse pregnancy outcomes in women with systemic lupus erythematosus: can we improve predictions with machine learning?
por: Fazzari, Melissa J, et al.
Publicado: (2022)

Predictive models for diabetes mellitus using machine learning techniques
por: Lai, Hang, et al.
Publicado: (2019)

Prediction of Type 2 Diabetes Based on Machine Learning Algorithm
por: Deberneh, Henock M., et al.
Publicado: (2021)

Machine Learning Based Diabetes Classification and Prediction for Healthcare Applications
por: Butt, Umair Muneer, et al.
Publicado: (2021)

Prediction of Diabetic Sensorimotor Polyneuropathy Using Machine Learning Techniques
por: Shin, Dae Youp, et al.
Publicado: (2021)

Data-Driven Machine-Learning Methods for Diabetes Risk Prediction
por: Dritsas, Elias, et al.
Publicado: (2022)

Early Prediction of Diabetes Using an Ensemble of Machine Learning Models
por: Dutta, Aishwariya, et al.
Publicado: (2022)

Diabetes prediction using machine learning and explainable AI techniques
por: Tasin, Isfafuzzaman, et al.
Publicado: (2022)

Prediction of Diabetes Mellitus Progression Using Supervised Machine Learning
por: Chauhan, Apoorva S., et al.
Publicado: (2023)

Cannot write session to /tmp/vufind_sessions/sess_t5dtndthpgd4drtpso0v6fbgen