Frontiers in Digital Health | Health Informatics

Original Research

Accepted on 13 Oct 2026

Lightweight MFCC–SVM Recognition of Wheeze Events in Pediatric Respiratory Sounds: Inter-Patient Evaluation on SPRSound and a Software Deployment Proof-of-Concept

in Health Informatics

Percy De-la-Cruz-VdV
Luis Guadalupe Chacaltana
Hugo Vega-Huerta
JAVIER ELMER CABRERA-DÍAZ
Adegundo Camara-Figueroa
Antonio Mambret Luna Figueroa
Maria Laura Barrera Cajachagua
Mario Chauca
Juan Carlos Lázaro-Guillermo
JESSY ISABEL VARGAS FLORES

Frontiers in Digital Health

Original Research

Accepted on 13 Oct 2026

CB-GFL: Carbon-Budgeted Federated Learning with Blockchain Auditing for Healthcare Applications

in Health Informatics

Tanisha Bhardwaj
K Sumangali

Frontiers in Digital Health

Original Research

Accepted on 12 Oct 2026

Physical Activity Phenotypes From Volume-Based Versus Intensity-Based Wearable Metrics: Discordant Classification and Divergent Metabolomic, Body Composition, and Cardiac Magnetic Resonance Associations

in Health Informatics

Sarah Goh
Khung Keong Yeo
Jonathan Yap
Siew Ching Kong
Weng Khong Lim
Wong Kei Fong Mark
Eddie YK Ng
Shen Xiayan
Alex Weixian Tan
Weiting Huang

Frontiers in Digital Health

Systematic Review

Published on 12 Oct 2026

Interventions for mental health and substance use in brain injury populations: systematic evidence map and review with interactive data visualization

in Health Informatics

Cole J. Kennedy
Yichun Zhao
Simon Kurkimaki
Nicholas Gavas
Emily L. Spargo
Bernard Dupriez-Mitchell
Devon Rees
Zahra Premji
Erica Woodin
Julia Schmidt

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1748621

449 views

Original Research

Published on 12 Oct 2026

Development and validation of predictive models for the hemodialysis adequacy index (Kt/V) using multiple linear regression and machine learning algorithms

in Health Informatics

Le-le Li
Rui-feng Xu
Liang-liang Huang
Bing-ru Lu
Shu-ting Zhang
Ya Tuo
Hui-qing Liu
Rui Ren
Shu-fang Wang
Ming-xia Sun

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1771806

429 views

Systematic Review

Accepted on 09 Oct 2026

Predictive Performance Of Artificial Intelligence And Machine Learning For Mosquito Vector Surveillance Worldwide: A Systematic Review And Meta-Analysis

in Health Informatics

Antonio Pinto
Flavia Pennisi
Vincenza Gianfredi
Fabio Borgonovo
Giovanni Scaglione
Carola Simone
Tommaso Camuffo
Carlo Signorelli
Giovanni Rezza
Andrea Gori

Frontiers in Digital Health

202 views

Original Research

Accepted on 09 Oct 2026

Longitudinal DLQI trajectory patterns and early risk updating in telepharmacy-monitored psoriasis

in Health Informatics

Gabriel Mercadal-Orfila
Sergio Salvador-Pareja
Jorge Mateo Sotos
Ana M Torres Aranda
Manuel Pinteño-Blanco
María Antonia Maestre-Fullana
Santiago Rios
Pedro Tauler
Salvador Herrera-Pérez

Frontiers in Digital Health

138 views

Original Research

Published on 09 Oct 2026

A robust lightweight deep learning network with deformable convolutions for efficient segmentation of optical coherence tomography images

in Health Informatics

Mehmood Nawaz
Syed Muhammad Tariq Abbasi
Sheheryar Khan
Muhammad Ameer Hamza
Khadija Bibi
Syeda Aimen Abbasi
Muhammad Daud
Muhammad Asim
Wu Yuan

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1892323

968 views

Original Research

Published on 09 Oct 2026

Cross-continental generalizability of EHR foundation model: predicting length of stay in an Italian hospital using US-trained embeddings

in Health Informatics

Giovanna Nicora
Francesca Negri
Valentina Tibollo
Alberto Malovini
Arianna Dagliati
Lucia Sacchi
Federico Sottotetti
Paola Baiardi
Riccardo Bellazzi

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1956993

423 views

Review

Accepted on 08 Oct 2026

Airway Image Analysis Systems: A Review of Datasets, Evaluation Methodologies, and Deep Learning Approaches

in Health Informatics

Evropi Toulkeridou
Panagiota Kosmidou
Zinonas Antoniou
Marios Pattichis
Andreas Panayides

Frontiers in Digital Health

151 views

Original Research

Published on 08 Oct 2026

Multimodal classification of skin lesions based on lightweight gated low-rank hyper-fusion network

in Health Informatics

Ke Wang
Tao Zhang
Xingqi Liu
Jiancun Zhou
Qian He
Jianxin He

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1947161

715 views

Original Research

Published on 08 Oct 2026

Differential sparse attention framework for accurate ovarian cancer subtype classification using DenseNet121

in Health Informatics

Muhammad Shoaib Saleem
Javed Rashid
Turke Althobaiti
Faiza Jameel
Khiati Zakaria
Hari Mohan Rai
Anwar Ghani

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1875306

812 views

Perspective

Published on 08 Oct 2026

A prebill control plane for record integrity in inpatient artificial intelligence-enabled clinical documentation workflows

in Health Informatics

Stephanie Smith
Hani Judeh

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1910263

661 views

Original Research

Accepted on 07 Oct 2026

Small aggregate accuracy changes conceal substantial item-level correctness turnover after fine-tuning in medical question-answering

in Health Informatics

Adnan Agha
Eram Anwar

Frontiers in Digital Health

170 views

Original Research

Accepted on 07 Oct 2026

On the evolution of Security and Privacy in Android Health APIs

in Health Informatics

Alejandro Pérez-Fuente
M. Mercedes Martínez-González
Javier Bustos-Jiménez

Frontiers in Digital Health

135 views

Perspective

Published on 07 Oct 2026

Prediction without intervention: why fifteen years of no-show models have not closed the loop on patient adherence

in Health Informatics

David Flagel

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1949255

498 views

Perspective

Accepted on 06 Oct 2026

From Correct Arithmetic to Clinical Safety: Validating Lightweight Pediatric Clinical Calculators, with Considerations for Resource-Constrained Settings

in Health Informatics

Khalid Abdirahman Ahmed

Frontiers in Digital Health

Original Research

Accepted on 06 Oct 2026

An Interoperable and Reusable Research Environment for Digital Medicine

in Health Informatics

Severin Kohler
Falk Meyer-Eschenbach
Leon Schüßler
Maximilian Meixner
Florian Kärcher
Andreas Kling
Vivien Schubert
Dirk Meyer zu Büschenfelde
Michael Marschollek
Roland Eils

Frontiers in Digital Health

136 views

Original Research

Accepted on 06 Oct 2026

Multimodal Prediction of Documented 1-Year Asthma Exacerbation Risk Incorporating a Static Baseline CT Digital-Twin Framework: A Retrospective Cohort Study

in Health Informatics

Mei Xie
Xiaofei Jin
Shaojin Wang
Hanchi Yu
Jindong Cheng
Shuni Wang
Yating Zhang
Xiaotong Guo
Jinxia Li
Hui Li

Frontiers in Digital Health

140 views

Original Research

Accepted on 06 Oct 2026

Enhanced Vision Language Framework for Medical Report Generation Using Agent-Based Retrieval

in Health Informatics

Anandhu Saji
Fousia Shamsudeen
Chinnu Jacob
Cristina Popirlan
Claudiu-Ionut Popirlan
Jude Hemanth

Frontiers in Digital Health

176 views

Original Research

Accepted on 05 Oct 2026

FedPCOS-XAI: A Reliability-Audited Federated Learning Framework for Polycystic Ovary Syndrome Classification from Ultrasound Imaging

in Health Informatics

Priyanka D
Sumangali K

Frontiers in Digital Health

174 views

Original Research

Accepted on 05 Oct 2026

De-Identification of child protection intake reports using Relationship-Based Replacement (DI-REBAR)

in Health Informatics

Wilson Lukmanjaya
Tony Bulter
Oscar Perez-Concha
Sarah Cox
Leah Bromfield
George Karystianis

Frontiers in Digital Health

165 views

Correction

Published on 05 Oct 2026

Correction: Selecting medical research data platforms for translational biomedical research: a five-tier overview and requirement-weighted assessment framework

in Health Informatics

Marc Jacobs
Samad Goudarzi
Jan Stücke
Robin Röhm
Timo Kanninen
Tero Oinonen
Petra Ritter
Michael Schirner
Fabian Prasser
Arman Bhagwagar

Frontiers in Digital Health

doi 10.3389/fdgth.2026.2006683

1,722 views

Original Research

Accepted on 01 Oct 2026

SynForge-Cardio: A Unified Multimodal Synthetic Dataset Generation Framework for Privacy-Preserving Cardiovascular AI

in Health Informatics

Sreyas Sanil Kumar
Kishore N
AMIRTHALAKSHMI T M
Rahul S G

Frontiers in Digital Health

207 views

598 articles

articles

Lightweight MFCC–SVM Recognition of Wheeze Events in Pediatric Respiratory Sounds: Inter-Patient Evaluation on SPRSound and a Software Deployment Proof-of-Concept

CB-GFL: Carbon-Budgeted Federated Learning with Blockchain Auditing for Healthcare Applications

Physical Activity Phenotypes From Volume-Based Versus Intensity-Based Wearable Metrics: Discordant Classification and Divergent Metabolomic, Body Composition, and Cardiac Magnetic Resonance Associations

Interventions for mental health and substance use in brain injury populations: systematic evidence map and review with interactive data visualization

Development and validation of predictive models for the hemodialysis adequacy index (Kt/V) using multiple linear regression and machine learning algorithms

Predictive Performance Of Artificial Intelligence And Machine Learning For Mosquito Vector Surveillance Worldwide: A Systematic Review And Meta-Analysis

Longitudinal DLQI trajectory patterns and early risk updating in telepharmacy-monitored psoriasis

A robust lightweight deep learning network with deformable convolutions for efficient segmentation of optical coherence tomography images

Cross-continental generalizability of EHR foundation model: predicting length of stay in an Italian hospital using US-trained embeddings

Airway Image Analysis Systems: A Review of Datasets, Evaluation Methodologies, and Deep Learning Approaches

Multimodal classification of skin lesions based on lightweight gated low-rank hyper-fusion network

Differential sparse attention framework for accurate ovarian cancer subtype classification using DenseNet121

A prebill control plane for record integrity in inpatient artificial intelligence-enabled clinical documentation workflows

Small aggregate accuracy changes conceal substantial item-level correctness turnover after fine-tuning in medical question-answering

On the evolution of Security and Privacy in Android Health APIs

Prediction without intervention: why fifteen years of no-show models have not closed the loop on patient adherence

From Correct Arithmetic to Clinical Safety: Validating Lightweight Pediatric Clinical Calculators, with Considerations for Resource-Constrained Settings

An Interoperable and Reusable Research Environment for Digital Medicine

Multimodal Prediction of Documented 1-Year Asthma Exacerbation Risk Incorporating a Static Baseline CT Digital-Twin Framework: A Retrospective Cohort Study

Enhanced Vision Language Framework for Medical Report Generation Using Agent-Based Retrieval

FedPCOS-XAI: A Reliability-Audited Federated Learning Framework for Polycystic Ovary Syndrome Classification from Ultrasound Imaging

De-Identification of child protection intake reports using Relationship-Based Replacement (DI-REBAR)

Correction: Selecting medical research data platforms for translational biomedical research: a five-tier overview and requirement-weighted assessment framework

SynForge-Cardio: A Unified Multimodal Synthetic Dataset Generation Framework for Privacy-Preserving Cardiovascular AI