A systematic review of trustworthy and explainable artificial intelligence in healthcare: Assessment of quality, bias risk, and data fusion

AS Albahri, AM Duhaim, MA Fadhel, A Alnoor… - Information …, 2023 - Elsevier
In the last few years, the trend in health care of embracing artificial intelligence (AI) has
dramatically changed the medical landscape. Medical centres have adopted AI applications …

Explainable, domain-adaptive, and federated artificial intelligence in medicine

A Chaddad, Q Lu, J Li, Y Katib, R Kateb… - IEEE/CAA Journal of …, 2023 - ieeexplore.ieee.org
Artificial intelligence (AI) continues to transform data analysis in many domains. Progress in
each domain is driven by a growing body of annotated data, increased computational …

[HTML][HTML] Evaluation of trustworthy artificial intelligent healthcare applications using multi-criteria decision-making approach

MA Alsalem, AH Alamoodi, OS Albahri… - Expert Systems with …, 2024 - Elsevier
The purpose of this paper is to propose a novel hybrid framework for evaluating and
benchmarking trustworthy artificial intelligence (AI) applications in healthcare by using multi …

The promise of explainable ai in digital health for precision medicine: a systematic review

B Allen - Journal of Personalized Medicine, 2024 - mdpi.com
This review synthesizes the literature on explaining machine-learning models for digital
health data in precision medicine. As healthcare increasingly tailors treatments to individual …

Artificial intelligence in antimicrobial stewardship: a systematic review and meta-analysis of predictive performance and diagnostic accuracy

F Pennisi, A Pinto, GE Ricciardi, C Signorelli… - European Journal of …, 2025 - Springer
The increasing threat of antimicrobial resistance has prompted a need for more effective
antimicrobial stewardship programs (AMS). Artificial intelligence (AI) and machine learning …

Challenges and applications of artificial intelligence in infectious diseases and antimicrobial resistance

A Cesaro, SC Hoffman, P Das… - npj Antimicrobials and …, 2025 - nature.com
Artificial intelligence (AI) has transformed infectious disease control, enhancing rapid
diagnosis and antibiotic discovery. While conventional tests delay diagnosis, AI-driven …

AI and XAI second opinion: the danger of false confirmation in human–AI collaboration

R Rosenbacke, Å Melhus, M McKee… - Journal of Medical …, 2024 - jme.bmj.com
Can AI substitute a human physician's second opinion? Recently the Journal of Medical
Ethics published two contrasting views: Kempt and Nagel advocate for using artificial …

Automated machine learning with interpretation: a systematic review of methodologies and applications in healthcare

H Yuan, K Yu, F **e, M Liu, S Sun - Medicine Advances, 2024 - Wiley Online Library
Abstract Machine learning (ML) has achieved substantial success in performing healthcare
tasks in which the configuration of every part of the ML pipeline relies heavily on technical …