A Brief Review of Explainable Artificial Intelligence in Healthcare

This paper presents a systematic review of XAI aspects and challenges in the healthcare domain. The primary goals of this study are to review various XAI ...

A review of Explainable Artificial Intelligence in healthcare

Transparent AI methodologies predict patient outcomes and disease progression, providing understandable insights into prediction factors. This aids healthcare ...

(PDF) A review of Explainable Artificial Intelligence in healthcare

explainability can be viewed through various lenses. ... AI-driven healthcare solutions to promote trust, accountability, and transparency, ...

A Brief Review of Explainable Artificial Intelligence in Healthcare

The papers reviewed in this survey are selected using the keywords “Explainable AI” and “Interpretable. Machine Learning”, with a focus on “healthcare.” The ...

A Review on Explainable Artificial Intelligence for Healthcare

In this article, we give a systematic analysis of explainable artificial intelligence (XAI), with a primary focus on models that are currently being used in ...

A Review on Explainable Artificial Intelligence for Healthcare - arXiv

In this article, we give a systematic analysis of explainable artificial intelligence (XAI), with a primary focus on models that are currently being used in ...

A Brief Review of Explainable Artificial Intelligence Reviews and ...

Sheu, R. K., & Pardeshi, M. S. (2022). A survey on medical explainable AI (XAI): Recent progress, explainability approach, human interaction and scoring system.

A survey of explainable artificial intelligence in healthcare: Concepts ...

Explainable AI (XAI) has the potential to transform healthcare by making AI-driven medical decisions more transparent, reliable, and ethically compliant.

[PDF] A Review on Explainable Artificial Intelligence for Healthcare

A systematic analysis of explainable artificial intelligence (XAI), with a primary focus on models that are currently being used in the field of healthcare, ...

Artificial intelligence explainability in clinical decision support systems

Explainability for artificial intelligence (AI) in medicine is a hotly debated topic. Our paper presents a review of the key arguments in favor and against ...

(PDF) A Review on Explainable Artificial Intelligence for Healthcare

Explainable AI (XAI) has emerged as a promising approach to address this challenge by providing clear and interpretable explanations for the predictions and ...

Explainable and interpretable artificial intelligence in medicine

According to the literature review, three crucial criteria-performance, interpretability, and explainability-have been highlighted by health ...

Explainable Artificial Intelligence in the Medical Domain

Accordingly, this paper aims to provide a systematic review of existing works on explainable AI methods and techniques within medical domain by showing how the ...

A Review on Explainable Artificial Intelligence for Healthcare: Why ...

Artificial intelligence (AI) models are increasingly finding applications in the field of medicine. Concerns have been raised about the explainability of ...

Essential properties and explanation effectiveness of explainable ...

XAI techniques are intrinsically suited for explaining an AI model developed from massive amounts of complex medical data [15]. This unique aspect of XAI is ...

Explainable Artificial Intelligence (XAI): Concepts and Challenges in ...

In this narrative review, we will have a look at some central concepts in XAI, describe several challenges around XAI in healthcare, and discuss whether it can ...

The false hope of current approaches to explainable artificial ...

It has been argued that explainable AI will engender trust with the health-care workforce, provide transparency into the AI decision making process, and ...

A systematic review of trustworthy and explainable artificial ...

This study endeavours to offer a systematic review of the trustworthiness and explainability of AI applications in healthcare, incorporating the assessment of ...

Solving the explainable AI conundrum by bridging clinicians' needs ...

Explainable artificial intelligence (XAI) has emerged as a promising solution for addressing the implementation challenges of AI/ML in ...

Explainable artificial intelligence: an analytical review - Angelov

This paper provides a brief analytical review of the current state-of-the-art in relation to the explainability of artificial intelligence.