MUMBAI, India, July 13 -- Intellectual Property India has published a patent application (202641068387 A) filed by Dr. Y. Subba Reddy; Dr. P. Prathusha; P. Ramesh; I. Ravi Kumar; Dr. Muntimadugu Vijaya Kanth; Geetha Vadnala; Ramesh Polisetti; and Idimadakala Madhavilatha on May 27, 2026, for An Explainable Approach Ai Frameworks For Transparent Decision-Making In Autonomous Healthcare Systems.
Inventors include Dr. Y. Subba Reddy; Dr. P. Prathusha; P. Ramesh; I. Ravi Kumar; Dr. Muntimadugu Vijaya Kanth; Geetha Vadnala; Ramesh Polisetti; and Idimadakala Madhavilatha.
The application for the patent was published on July 10, 2026, under issue no. 28/2026.
Abstract: ABSTRACT [0014] The proposed Explainable Hybrid Attention-Reasoning Framework for Autonomous Healthcare (EHARF-AH) offers a novel integrated AI system that combines deep learning with inherent interpretability mechanisms to support transparent decision-making in autonomous healthcare environments. This invention tackles the critical challenge of "black-box" opacity in AI- driven medical systems by embedding multi-level explanation generation directly into the model architecture and workflow. It enables clinicians and patients to understand, verify, and trust autonomous recommendations for diagnosis, treatment planning, and monitoring while maintaining high predictive accuracy. The framework enhances safety, accountability, and regulatory compliance in real-world autonomous healthcare deployments.
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