Frontiers in Artificial Intelligence | Medicine and Public Health

Original Research

Published on 11 Feb 2026

Transformer-based deep learning approach for obstructive sleep apnea detection using single-lead ECG

in Medicine and Public Health

Malak Abdullah Almarshad
Saad Al-Ahmadi
Saiful Islam
Adel Soudani
Ahmed S. BaHammam

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1727091

1,092 views

Original Research

Accepted on 09 Feb 2026

Leveraging Imperfection with MEDLEY A Multi-Model Approach Harnessing Bias in Medical AI

in Medicine and Public Health

Farhad Abtahi
Mehdi Astaraki
Fernando Seoane

Frontiers in Artificial Intelligence

Original Research

Accepted on 09 Feb 2026

Classification of Pediatric Dental Diseases from Panoramic Radiographs using Natural Language Transformer and Deep Learning Models

in Medicine and Public Health

Tuan D. Pham
Seba Al-Hebshi

Frontiers in Artificial Intelligence

Review

Accepted on 04 Feb 2026

Anemia in Young Women: Determinants and Artificial Intelligence-Based Management Approaches

in Medicine and Public Health

Sireesha Guttapalam
Madhavi D
Beulah A.M
Niharika M
Pradeepthi C

Frontiers in Artificial Intelligence

155 views

Original Research

Accepted on 04 Feb 2026

PLPdra: Pyramid Linear Prediction decoder and reverse attention for Colon Polyps Segmentation

in Medicine and Public Health

Zhaolin Lu
Yu Tian
Hongliang Bi
Wei Wang
Bohe Wang
Guangxia Chen
Shiyu Liu

Frontiers in Artificial Intelligence

321 views

Original Research

Accepted on 04 Feb 2026

Providers of Relief in Distress: RAG-based LLMs as Situation and Intent-Aware Assistants

in Medicine and Public Health

Ahmad Nazar
Brianna R Norman
Halle Northway
Abrahim Toutoungi
Emma Zatkalik
Gabriel Carlson
Ellery Sabado
Hamza Shawa
Mohamed Y. Selim

Frontiers in Artificial Intelligence

187 views

Conceptual Analysis

Published on 04 Feb 2026

An auditable and source-verified framework for clinical AI decision support: integrating retrieval-augmented generation with data provenance

in Medicine and Public Health

Fidelis Fidelis Alu
Sunkanmi Oluwadare

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1737532

1,098 views

Original Research

Published on 04 Feb 2026

Deep learning-radiomics assessment of intervertebral disc and paraspinal muscle heterogeneity for predicting postoperative recurrent lumbar disc herniation

in Medicine and Public Health

Guangdong Zhang
Ziqian Zhu
Haiyan Zheng
Xindong Chang
Fanyi Zeng
Jianwei Cui
Ming Tang
Shiwu Yin

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1757269

502 views

Original Research

Published on 04 Feb 2026

Advanced kidney mass segmentation using VHUCS-Net with protuberance detection network

in Medicine and Public Health

J. Jenifa Sharon
L. Jani Anbarasi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1716063

523 views

Editorial

Accepted on 02 Feb 2026

Editorial: The Applications of AI Techniques in Medical Data Processing

in Medicine and Public Health

Pengfei Zhang

Frontiers in Artificial Intelligence

253 views

Original Research

Published on 02 Feb 2026

Graph-enhanced multimodal fusion of vascular biomarkers and deep features for diabetic retinopathy detection

in Medicine and Public Health

K. V. Deepsahith
Basineni Shashank
Bangipavan Kumar
Sherly Alphonse
Brindha Subburaj
Girish Subramanian

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1731633

642 views

Editorial

Accepted on 30 Jan 2026

Editorial: Soft Computing and Machine Learning Application for Healthcare Systems

in Medicine and Public Health

Ayodele Adebiyi
Olawande Daramola
Serestina Viriri
Emmanuel Adetiba

Frontiers in Artificial Intelligence

303 views

Original Research

Accepted on 30 Jan 2026

Unveiling Patterns in Clinical Data: Exploring the Role of Large Language Models and Clustering Algorithms

in Medicine and Public Health

Abbas Ali
Subi Gandhi
Syed H Jafri
Mohammed M Ali
Syed Yahya Raza
Samian Sulaiman
James Mehaffey

Frontiers in Artificial Intelligence

261 views

Original Research

Published on 30 Jan 2026

HealthProcessAI: a technical framework and proof-of-concept for LLM-enhanced healthcare process mining

in Medicine and Public Health

Eduardo Illueca-Fernandez
Kaile Chen
Fernando Seoane
Farhad Abtahi

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1716819

651 views

Systematic Review

Published on 29 Jan 2026

Deep learning for detecting early gastric cancer with white-light endoscopy: a systematic review and meta-analysis

in Medicine and Public Health

Jixiang Liu
Danyan Li
Yudi Zhuo
Shengsheng Zhang

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1734591

707 views

Mini Review

Published on 29 Jan 2026

Traditional machine learning in biomedical image analysis: before you go too deep

in Medicine and Public Health

Elizaveta Chechekhina
Nikita Voloshin
Maksim Solopov
Pyotr Tyurin-Kuzmin
Konstantin Kulebyakin

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1695230

539 views

Original Research

Accepted on 28 Jan 2026

Computational Understanding of non-coding RNA Pairwise Interactions

in Medicine and Public Health

Marco Nicolini
Federico Stacchietti
Elena Casiraghi
Giorgio Valentini

Frontiers in Artificial Intelligence

152 views

Systematic Review

Accepted on 28 Jan 2026

A Review of Optimization Strategies for Deep and Machine Learning in Diabetic Macular Edema

in Medicine and Public Health

A. M. Mutawa
Khalid Sabtib
Bibin Shalini Sundaram Thankaleela
Seemant Raizadab

Frontiers in Artificial Intelligence

158 views

Original Research

Accepted on 28 Jan 2026

Improving reliability and accuracy of structured data extraction using a consensus Large-Language Model approach – a use case description in Multiple Sclerosis

in Medicine and Public Health

Philip Lennart Poser
Rafael Klimas
Justus Luerweg
Emilie Reuter
Christoph Hanefeld
Ralf Karl Gold
Anke Salmen
Jeremias Motte

Frontiers in Artificial Intelligence

165 views

Original Research

Published on 28 Jan 2026

Harnessing the power of ANN for early detection and prediction of oral cancer

in Medicine and Public Health

Ghada A. Khouqeer
Ranjeet Kumar Pathak
Naglaa AbdelAll
Sandip Kumar Roy
Preeta Sharan
Anup M. Upadhyaya

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1723566

543 views

Original Research

Accepted on 27 Jan 2026

Explainable Multi-modal Deep Learning for Transparent Cancer Diagnosis: Integrating Radiology, Clinical Features, and Decision Visualization

in Medicine and Public Health

Sital Dash
Laxmi Bewoor
Yashwant Dongre
Amol Bhosle
Kailas PATIL
Shrikant Jadhav
Banani Mohapatra
Bhavnish Walia

Frontiers in Artificial Intelligence

247 views

Review

Published on 27 Jan 2026

The strategic trajectory of artificial intelligence in Qatar’s healthcare sector: a model for UN Sustainable Development Goal 9

in Medicine and Public Health

Mohamed A. Ismail

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1702242

1,247 views

Original Research

Published on 23 Jan 2026

HED-Net: a hybrid ensemble deep learning framework for breast ultrasound image classification

in Medicine and Public Health

Soumya Sara Koshy
L. Jani Anbarasi
Modigari Narendra
Rabindra Kumar Singh

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1672488

1,107 views

Systematic Review

Published on 22 Jan 2026

Computational methods for the identification of suicidal ideation: a systematic review

in Medicine and Public Health

Brahian Stiven Gil Arias
Juan Carlos Blandón Andrade
Grigori Sidorov
Alejandro Morales-Ríos

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1704818

947 views

540 articles

articles

Transformer-based deep learning approach for obstructive sleep apnea detection using single-lead ECG

Leveraging Imperfection with MEDLEY A Multi-Model Approach Harnessing Bias in Medical AI

Classification of Pediatric Dental Diseases from Panoramic Radiographs using Natural Language Transformer and Deep Learning Models

Anemia in Young Women: Determinants and Artificial Intelligence-Based Management Approaches

PLPdra: Pyramid Linear Prediction decoder and reverse attention for Colon Polyps Segmentation

Providers of Relief in Distress: RAG-based LLMs as Situation and Intent-Aware Assistants

An auditable and source-verified framework for clinical AI decision support: integrating retrieval-augmented generation with data provenance

Deep learning-radiomics assessment of intervertebral disc and paraspinal muscle heterogeneity for predicting postoperative recurrent lumbar disc herniation

Advanced kidney mass segmentation using VHUCS-Net with protuberance detection network

Editorial: The Applications of AI Techniques in Medical Data Processing

Graph-enhanced multimodal fusion of vascular biomarkers and deep features for diabetic retinopathy detection

Editorial: Soft Computing and Machine Learning Application for Healthcare Systems

Unveiling Patterns in Clinical Data: Exploring the Role of Large Language Models and Clustering Algorithms

HealthProcessAI: a technical framework and proof-of-concept for LLM-enhanced healthcare process mining

Deep learning for detecting early gastric cancer with white-light endoscopy: a systematic review and meta-analysis

Traditional machine learning in biomedical image analysis: before you go too deep

Computational Understanding of non-coding RNA Pairwise Interactions

A Review of Optimization Strategies for Deep and Machine Learning in Diabetic Macular Edema

Improving reliability and accuracy of structured data extraction using a consensus Large-Language Model approach – a use case description in Multiple Sclerosis

Harnessing the power of ANN for early detection and prediction of oral cancer

Explainable Multi-modal Deep Learning for Transparent Cancer Diagnosis: Integrating Radiology, Clinical Features, and Decision Visualization

The strategic trajectory of artificial intelligence in Qatar’s healthcare sector: a model for UN Sustainable Development Goal 9

HED-Net: a hybrid ensemble deep learning framework for breast ultrasound image classification

Computational methods for the identification of suicidal ideation: a systematic review