ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING: A PARADIGM SHIFT INLABORATORY TURNAROUND TIME MANAGEMENT
Abstract
The chapter discusses the revolutionary impact of Artificial Intelligence (AI) and Machine Learning (ML) on Turnaround Time (TAT) optimization in diagnostic labs. Increasing diagnostic needs and the requirement for accuracy are being met with proactive, computerized solutions by AI/ML technologies that improve workflow efficiency, minimize errors, and enhance patient results. Real-world experiences and future visions illustrate how intelligent automation is transforming labs from reactive environments to intelligent, self-managed ecosystems.
Fields of Study & Subjects
Clinical Laboratory Practices and Quality Control
Artificial Intelligence in Healthcare and Education
Healthcare Operations and Scheduling Optimization
Publication details
- Journal / source
- Royal Book Publishing
- Pages
- 1–29
- Publication date
- 1 February 2026
- Document type
- Book chapter