A review of the application of deep learning in obesity: From early prediction aid to advanced management assistance

X Yi, Z Heyang, S Gao, M Li - … & Metabolic Syndrome: Clinical Research & …, 2024 - Elsevier
Background and aims Obesity is a chronic disease which can cause severe metabolic
disorders. Machine learning (ML) techniques, especially deep learning (DL), have proven to …

[HTML][HTML] Geospatial Modeling of Deep Neural Visual Features for Predicting Obesity Prevalence in Missouri: Quantitative Study

BM Dahu, S Khan, IE Toubal, M Alshehri… - JMIR AI, 2024 - ai.jmir.org
Background: The global obesity epidemic demands innovative approaches to understand its
complex environmental and social determinants. Spatial technologies, such as geographic …

Reliable prediction of childhood obesity using only routinely collected EHRs is possible

M Gupta, TLT Phan, D Eckrich, HT Bunnell, R Beheshti - medRxiv, 2024 - medrxiv.org
Objective Identifying children at high risk of developing obesity can offer a critical time to
change the course of the disease before it establishes. Numerous studies have tried to …

[HTML][HTML] Application of Machine Learning and Deep Neural Visual Features for Predicting Adult Obesity Prevalence in Missouri

BM Dahu, CI Martinez-Villar, IE Toubal… - … and Public Health, 2024 - pmc.ncbi.nlm.nih.gov
This research study investigates and predicts the obesity prevalence in Missouri, utilizing
deep neural visual features extracted from medium-resolution satellite imagery (Sentinel-2) …

[PDF][PDF] Clinical Research & Reviews

X Yi, Y He, S Gao, M Li - … & Metabolic Syndrome: Clinical Research & …, 2024 - binasss.sa.cr
Background and aims: Obesity is a chronic disease which can cause severe metabolic
disorders. Machine learning (ML) techniques, especially deep learning (DL), have proven to …

Study of obesity research using machine learning methods: A bibliometric and visualization analysis from 2004 to 2023

X Gong, S Bai, E Lei, L Lin, Y Chen, J Liu - Medicine, 2024 - journals.lww.com
Background: Obesity, a multifactorial and complex health condition, has emerged as a
significant global public health concern. Integrating machine learning techniques into …

[图书][B] Deep Learning Predictive Modelling for Electronic Health Records

M Gupta - 2023 - search.proquest.com
With the digitization of health records over the last two decades there is a large amount of
health records data collected electronically. This data provides unprecedented research …