Frontiers in Digital Health

Original Research

Published on 06 Oct 2025

Generalised machine learning models outperform personalised models for cognitive load classification in real-life settings

in Digital Mental Health

Christoph Anders
Ipsita Bhaduri
Bert Arnrich

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1650085

1,486 views

Original Research

Published on 06 Oct 2025

Streamlining wearable data integration for EHDS: a case study on advancing healthcare interoperability using Garmin devices and FHIR

in Health Informatics

Somayeh Abedian
Eugene Yesakov
Stanislav Ostrovskiy
Rada Hussein

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1636775

2,819 views

Original Research

Published on 03 Oct 2025

Psychologists’ experiences with telepsychology: qualitative analysis employing GDEISST framework

in Digital Mental Health

Tamadhir Al-Mahrouqi
Zena M. Al-Sharbati
Kamila Al-Alawi
Ahmed AlHarthi
Asayel Al Siyabi
Mohammed Al-Alawi
Shaima Al Humimia
Muna Al Salmi
Tharaya Al-Hashemi
Rahma Al Nuumani

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1621551

2,195 views

Original Research

Published on 03 Oct 2025

Digital mental health and hidden support: a qualitative analysis of non-suicidal self-injury communities on TikTok

in Digital Mental Health

Esther Martínez-Pastor
Marian Blanco-Ruiz
Sandra Feijóo

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1645276

2,827 views

Original Research

Published on 03 Oct 2025

From implementation to discontinuation: multi-year experience with the multiple sclerosis performance test as a digital monitoring tool

in Human Factors and Digital Health

Dirk Schriefer
Anja Dillenseger
Yassin Atta
Hernan Inojosa
Tjalf Ziemssen

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1672732

1,409 views

Original Research

Published on 03 Oct 2025

Assessing the impact of digital health literacy on health management practices in Arab Middle Eastern and North African countries: insights from predictive modeling

in Human Factors and Digital Health

Radwan Qasrawi
Haleama Al Sabbah
Ghada Issa
Suliman Thwib
Malak Amro
Siham Atari
Reema Tayyem
Khlood Bookari
Noor Alawadhi
Sabika Allehdan

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1555436

2,370 views

Original Research

Published on 03 Oct 2025

Feasibility of a multimodal AI-based clinical assessment platform in emergency care: an exploratory pilot study

in Health Technology Implementation

Philipp Russ
Peter M. Mross
Gunter Kräling
Fabian Lechner
Mohamed Eldakar
Nadine Schlicker
Simon Bedenbender
Sylvain Brouwer
Kirsten Zantvoort
Andreas Jerrentrup

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1657583

2,975 views
1 citation

Original Research

Published on 01 Oct 2025

Heart disease prediction with a feature-sensitized interpretable framework for the Internet of Medical Things sensors

in Connected Health

Nallakaruppan Kailasanathan
Gangadevi Ezhilarasan
Shitharth Selvarajan
Rajesh Kumar Dhanaraj
Dragan Pamucar
Nathan Shankar

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1612915

1,911 views

Original Research

Published on 01 Oct 2025

Healthcare providers' perception and knowledge of the use of artificial intelligence in healthcare service delivery in the Limbe and Buea Health Districts: a cross-sectional study

in Health Technology Implementation

Oliver Itoe
Francis Desire Tatsinkou Bomba
Odette Dzemo Kibu
Innocentia Ginyu Kwalar
Elvis Asangbeng Tanue
Denis Nkweteyim
Madeleine L. Nyamsi
Peter L. Achankeng
Christian Tchapga
Justine Ayuk

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1575633

2,329 views

Editorial

Published on 01 Oct 2025

Editorial: Unconscious monitoring of physiological information for behavioral changes in daily life: advances in sensor technology and data analysis

in Connected Health

Toshiyo Tamura
Wenxi Chen
Kazuki Nakajima
Shing-Hong Liu

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1697991

945 views

Original Research

Published on 01 Oct 2025

Content evaluation of the inclusive eHealth guide: how to develop interventions for people with a lower socioeconomic position?

in Human Factors and Digital Health

Isra Al-Dhahir
Linda D. Breeman
Jasper S. Faber
Jobke Wentzel
Rita J. G. van den Berg-Emons
Jos J. Kraal
Veronica R. Janssen
Roderik A. Kraaijenhagen
Valentijn T. Visch
Niels H. Chavannes

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1528860

1,561 views

Original Research

Published on 30 Sep 2025

Media health literacy predicts preventive health behaviors: findings from a nationally matched survey

in Health Communications and Behavior Change

Shadee Hall Ashtari
Daniela Rodrigues Recchia

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1659988

1,580 views

Original Research

Published on 30 Sep 2025

MYSTETH—home-based heart monitoring

in Health Informatics

Kopal Jain
Rohit Jain
Salik Khwaja Mohammad
Swati Aggarwal

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1616334

1,315 views

Systematic Review

Published on 30 Sep 2025

Large language models in real-world clinical workflows: a systematic review of applications and implementation

in Health Informatics

Yaara Artsi
Vera Sorin
Benjamin S. Glicksberg
Panagiotis Korfiatis
Girish N. Nadkarni
Eyal Klang

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1659134

4,073 views
5 citations

Original Research

Published on 30 Sep 2025

Adaptation of e-health impact questionnaire into Turkish: a validity and reliability study

in Health Communications and Behavior Change

Mustafa Kafes
Serife Didem Kaya

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1538475

1,416 views

Perspective

Published on 29 Sep 2025

Leveraging knowledge for explainable AI in personalized cancer treatment: challenges and future directions

in Health Informatics

Emilia Daghir-Wojtkowiak
Javier Alfaro
Michele Mastromattei
Aleksander Palkowski
Mark Stares
Ana Roca-Umbert
Andraz Krajnc
Riccardo Leoni
Anne Boland
Aria Nourbaksh

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1637195

2,963 views
1 citation

Original Research

Published on 29 Sep 2025

The benefits of fully electronic consent management and consent collection via a tablet PC in supporting time-critical pandemic research—an example from a NAPKON COVID-19 project

in Human Factors and Digital Health

Dana Stahl
Henriette Rau
Arne Blumentritt
Lizon Fiedler-Lacombe
Ekaterina Heim
Heike Valentin
Martin Bialke
Monika Kraus
Wolfgang Hoffmann

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1489176

1,308 views

Original Research

Published on 26 Sep 2025

Enhancing ALS progression tracking with semi-supervised ALSFRS-R scores estimated from ambient home health monitoring

in Connected Health

Noah Marchal
William E. Janes
Sheila Marushak
Mihail Popescu
Xing Song

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1657749

1,390 views

Original Research

Published on 26 Sep 2025

Establishing a real-time biomarker-to-LLM interface: a modular pipeline for HRV signal acquisition, processing, and physiological state interpretation via generative AI

in Connected Health

Morris Gellisch
Boris Burr

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1670464

3,102 views

Systematic Review

Published on 25 Sep 2025

Artificial intelligence in nursing: a systematic review of attitudes, literacy, readiness, and adoption intentions among nursing students and practicing nurses

in Health Technology Implementation

Rabie Adel El Arab
Alya H. Alshakihs
Sarah H. Alabdulwahab
Yasmeen S. Almubarak
Shahad S. Alkhalifah
Amany Abdrbo
Salwa Hassanein
Mette Sagbakken

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1666005

10,709 views

Original Research

Published on 25 Sep 2025

Healthcare Professionals’ perspectives on AI-driven decision support in young adult mental health: an analysis through the lens of a shared decision-making framework

in Digital Mental Health

Hassan Auf
Jens Nygren
Lina E. Lundgren
Lena Petersson
Petra Svedberg

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1588759

2,621 views

Review

Published on 23 Sep 2025

AI reshaping life sciences: intelligent transformation, application challenges, and future convergence in neuroscience, biology, and medicine

in Health Informatics

Jiahuan Gong
Zihao Zhao
Xinxin Niu
Yanan Ji
Hualin Sun
Yuntian Shen
Bingqian Chen
Bei Wu

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1666415

4,739 views

Original Research

Published on 23 Sep 2025

Self-help psychological intervention for young individuals during the post-COVID-19 era: development of a PST chatbot using GPT-4

in Digital Mental Health

Liuling Mo
He Li
Yanbo Zhang
Ang Li
Ziyue Xiong
Peixin Cun
Tingshao Zhu

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1627268

1,712 views

Original Research

Published on 23 Sep 2025

Cautious optimism: public voices on medical AI and sociotechnical harm

in Ethical Digital Health

Beverley A. Townsend
Victoria J. Hodge
Hannah Richardson
Radu Calinescu
T.T. Arvind

Frontiers in Digital Health

doi 10.3389/fdgth.2025.1625747

2,242 views

1,570 articles

articles

Generalised machine learning models outperform personalised models for cognitive load classification in real-life settings

Streamlining wearable data integration for EHDS: a case study on advancing healthcare interoperability using Garmin devices and FHIR

Psychologists’ experiences with telepsychology: qualitative analysis employing GDEISST framework

Digital mental health and hidden support: a qualitative analysis of non-suicidal self-injury communities on TikTok

From implementation to discontinuation: multi-year experience with the multiple sclerosis performance test as a digital monitoring tool

Assessing the impact of digital health literacy on health management practices in Arab Middle Eastern and North African countries: insights from predictive modeling

Feasibility of a multimodal AI-based clinical assessment platform in emergency care: an exploratory pilot study

Heart disease prediction with a feature-sensitized interpretable framework for the Internet of Medical Things sensors

Healthcare providers' perception and knowledge of the use of artificial intelligence in healthcare service delivery in the Limbe and Buea Health Districts: a cross-sectional study

Editorial: Unconscious monitoring of physiological information for behavioral changes in daily life: advances in sensor technology and data analysis

Content evaluation of the inclusive eHealth guide: how to develop interventions for people with a lower socioeconomic position?

Media health literacy predicts preventive health behaviors: findings from a nationally matched survey

MYSTETH—home-based heart monitoring

Large language models in real-world clinical workflows: a systematic review of applications and implementation

Adaptation of e-health impact questionnaire into Turkish: a validity and reliability study

Leveraging knowledge for explainable AI in personalized cancer treatment: challenges and future directions

The benefits of fully electronic consent management and consent collection via a tablet PC in supporting time-critical pandemic research—an example from a NAPKON COVID-19 project

Enhancing ALS progression tracking with semi-supervised ALSFRS-R scores estimated from ambient home health monitoring

Establishing a real-time biomarker-to-LLM interface: a modular pipeline for HRV signal acquisition, processing, and physiological state interpretation via generative AI

Artificial intelligence in nursing: a systematic review of attitudes, literacy, readiness, and adoption intentions among nursing students and practicing nurses

Healthcare Professionals’ perspectives on AI-driven decision support in young adult mental health: an analysis through the lens of a shared decision-making framework

AI reshaping life sciences: intelligent transformation, application challenges, and future convergence in neuroscience, biology, and medicine

Self-help psychological intervention for young individuals during the post-COVID-19 era: development of a PST chatbot using GPT-4

Cautious optimism: public voices on medical AI and sociotechnical harm