Application of explainable artificial intelligence for healthcare: A systematic review of the last decade (2011–2022)

HW Loh, CP Ooi, S Seoni, PD Barua, F Molinari… - Computer Methods and …, 2022 - Elsevier
… (AI) has branched out to various applications in healthcare, such as health services … low
use in practice, especially in healthcare. Hence, explainable artificial intelligence (XAI) has been …

[HTML][HTML] The false hope of current approaches to explainable artificial intelligence in health care

M Ghassemi, L Oakden-Rayner… - The Lancet Digital Health, 2021 - thelancet.com
… argued that explainable AI will engender trust with the health-… for explainable AI and that
current explainability methods are … We provide an overview of current explainability techniques …

Explainable artificial intelligence (XAI): concepts and challenges in healthcare

T Hulsen - AI, 2023 - mdpi.com
… GrC, FM, sXAI, and Explainability-by-Design could be combined with ongoing research in
… -proof explainable artificial intelligence for healthcare. In any case, explainability should be …

A systematic review of human–computer interaction and explainable artificial intelligence in healthcare with artificial intelligence techniques

M Nazar, MM Alam, E Yafi, MM Su'ud - IEEE Access, 2021 - ieeexplore.ieee.org
… interaction and artificial intelligence by introducing Explainable artificial intelligence. The main
… Keeping in mind the adherence literature review, we show explainable machine learning

Explainable artificial intelligence for predictive modeling in healthcare

CC Yang - Journal of healthcare informatics research, 2022 - Springer
… We also provide some examples in healthcare predictive modeling. In the next section, we
discuss the importance of explainability in artificial intelligence to gain the trust of health care …

A comprehensive study of explainable artificial intelligence in healthcare

A Mohanty, S Mishra - … intelligence in healthcare: A pragmatic and …, 2022 - Springer
… (XAI) is a new machine-learning research subject aiming at … the need for Explainable AI in
the field of healthcare and some … We will see the use of explainable methods by analyzing two …

Explainable artificial intelligence models using real-world electronic health record data: a systematic scoping review

SN Payrovnaziri, Z Chen… - Journal of the …, 2020 - academic.oup.com
… To conduct a systematic scoping review of explainable artificial intelligence (XAI) models
that use real-world electronic health record data, categorize these techniques according to …

A review on explainable artificial intelligence for healthcare: why, how, and when?

S Bharati, MRH Mondal… - … on Artificial Intelligence, 2023 - ieeexplore.ieee.org
… Concerns have been raised about the explainability of the … of explainable artificial intelligence
(XAI), with a primary focus on models that are currently being used in the field of healthcare

[PDF][PDF] Incorporating Explainable Artificial Intelligence (XAI) to aid the Understanding of Machine Learning in the Healthcare Domain.

U Pawar, D O'Shea, S Rea, R O'Reilly - Aics, 2020 - researchgate.net
… AI-based systems in providing healthcare solutions. Explainable Artificial Intelligence (XAI)
is a domain … A survey on explainable artificial intelligence (xai): towards medical xai. corr abs/…

[HTML][HTML] An improved explainable artificial intelligence tool in healthcare for hospital recommendation

YC Wang, TCT Chen, MC Chiu - Healthcare Analytics, 2023 - Elsevier
… This study presents an improved explainable artificial intelligence tool for hospital … and
healthcare domains. This study aims to enhance the explainability of AI applications in healthcare