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Explainable AI in Clinical Practice cover

Explainable AI in Clinical Practice

Methods, Applications, and Implementation

by Arvind Panwar, Achin Jain, Saurav Mallik, Aimin Li, Korhan Cengiz

1st Edition

Publisher: Academic Press

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Book Details

Print ISBN9780443441110
eText ISBN9780443441127
PublisherAcademic Press
Publishing Year2026
Edition1st Edition
LanguageEnglish
Pages526

Explainable AI in Clinical Practice (1st Edition) addresses the main challenge of linking artificial intelligence capabilities with real-world clinical implementation. Edited by Arvind Panwar, Achin Jain, Saurav Mallik, Aimin Li, and Korhan Cengiz, this 526-page volume published by Academic Press delivers a thorough investigation into transparent computational methods built for modern medical environments.

The volume structures its analytical content around core technical themes, examining medical image analysis alongside natural language processing in clinical documentation. It systematically addresses time series analysis for patient monitoring, demonstrating how the integration of multiple data modalities assists computational specialists in structuring interpretable models for complex patient data streams.

By featuring real-world case studies that show practical deployments of explainable systems, the volume offers clear examples of translating computational designs into clinical environments. The material provides dedicated guidance for bioinformatics researchers, scholars and postgraduate students in artificial intelligence, healthcare informatics researchers, healthcare professionals, and technical teams implementing healthcare AI.

Table of Contents

  1. Chapter 1: Foundations of AI in Healthcare

  2. Chapter 2: Introduction to XAI in Healthcare

  3. Chapter 3: Understanding the Need for Transparency in Clinical AI

  4. Chapter 4: Theoretical Frameworks for XAI in Medicine

  5. Chapter 5: AI Bias and Fairness in Clinical Applications

  6. Chapter 6: Evaluation Frameworks for Healthcare XAI

  7. Chapter 7: XAI Techniques for Medical Image Analysis

  8. Chapter 8: Natural Language Processing in Clinical Documentation

  9. Chapter 9: Time Series Analysis for Patient Monitoring

  10. Chapter 10: Integration of Multiple Data Modalities

  11. Chapter 11: XAI in Diagnostic Support Systems

  12. Chapter 12: Transparent AI for Treatment Planning

  13. Chapter 13: Risk Prediction and Preventive Care

  14. Chapter 14: Drug Discovery and Development

  15. Chapter 15: Performance Metrics and Quality Assurance

  16. Chapter 16: Integration with Clinical Workflows

  17. Chapter 17: Ethics of Transparent AI in Healthcare

  18. Chapter 18: Privacy and Security Considerations

  19. Chapter 19: Regulatory Compliance and Standards

  20. Chapter 20: Patient Trust and Acceptance

  21. Chapter 21: Emerging Trends and Technologies

  22. Chapter 22: Challenges and Opportunities

  23. Chapter 23: Future Research Directions

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