Multimodal AI Agents in Healthcare
Buch, Englisch, 302 Seiten, Format (B × H): 155 mm x 235 mm
ISBN: 978-3-032-26722-1
Verlag: Springer Nature Switzerland AG
Agentic Medicine brings a transformative approach to healthcare delivery through multimodal AI agents capable of autonomous clinical reasoning, real-time patient monitoring, and adaptive decision-making. This comprehensive textbook presents the PARM (Planning, Action, Reflection, Memory) framework as a unified architecture for developing AI systems that can independently analyze complex medical data, implement therapeutic interventions, and continuously learn from clinical outcomes across diverse healthcare domains.
systematically examines twenty different clinical applications, from cardiovascular digital twins to respiratory monitoring, emergency department triage to personalized pharmacology, and demonstrates how agentic AI systems integrate multimodal data streams (imaging, genomics, wearable sensors, electronic health records) to provide context-aware clinical support. Each chapter combines theoretical foundations with practical application strategies, addressing critical challenges in bias reduction, explainability, regulatory compliance, and clinical integration.Designed for clinicians, AI researchers, healthcare administrators, and medical informatics professionals, this work bridges the gap between AI capabilities and real-world medical applications, offering visionary perspectives on autonomous healthcare systems and actionable guidance for the development, validation, and deployment of AI agents that improve patient outcomes while maintaining human oversight and ethical standards.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Angewandte Informatik Computeranwendungen in Wissenschaft & Technologie
- Technische Wissenschaften Technik Allgemein Computeranwendungen in der Technik
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
- Technische Wissenschaften Sonstige Technologien | Angewandte Technik Medizintechnik, Biomedizintechnik
- Medizin | Veterinärmedizin Medizin | Public Health | Pharmazie | Zahnmedizin Medizin, Gesundheitswesen Medizintechnik, Biomedizintechnik, Medizinische Werkstoffe
Weitere Infos & Material
.- Part I - Foundations of Agentic Medicine.
.- Introduction to Agentic Medicine.
.- The Evolution of Artificial Intelligence in Healthcare: From Rule-Based Systems to Agentic Intelligence.
.- Fundamentals of Multimodal AI for Clinical Use.
.- Agent Architectures and the Parm Framework.
.- Multi-Agent Systems and Clinical Coordination.
.- Part II - Digital Twins and Computational Modeling.
.- Principles of Digital Twins in Healthcare.
.- Cardiovascular Digital Twins and Hemodynamic Modeling.
.- Respiratory and Pulmonary Digital Twins.
.- Metabolic, Endocrine, and System-Level Modeling.
.- Pharmacokinetic and Pharmacodynamic (PK/PD) Modeling in Agentic Systems.
.- Part III - Agent Architectures for Clinical Decision Making.
.- Clinical Reasoning and Diagnostic Agents.
.- Treatment Planning and Therapeutic Decision-Making Agents.
.- Monitoring and Adaptive Agents.
.- Critical Care and Intensive Care Unit Agents.
.- Part IV - Clinical Applications of Agent Systems.
.- Agentic Systems in Radiology and Imaging Diagnosis.
.- Agentic Pathology and Oncology Decision Support System.
.- Cardiovascular Medicine: Autonomous Monitoring and Treatment Support.
.- Emergency and Intensive Care: Real-Time Multi-Agent Coordination.
.- Clinical Application and Scaling of Agentic Systems.
.- Part V - Future Directions and Implications.
.- Future Horizons in Agentic Medicine.




