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Keyword: agentic AIPRISM: Probabilistic Reasoning through Intelligent Situational Modeling - A Dynamic Context Engineering Framework for Uncertainty-Aware Agentic AI in Healthcare Administrative Workflows
by Muthukumarapandian Chandrasekaran
Journal of Engineering Research and Sciences, Volume 5, Issue 10, Page # 1-10, 2026; DOI: 10.55708/js0510001
Abstract: Large language models (LLMs) used in healthcare administrative workflows often fail because the context they receive is incomplete, not because the model lacks capability. In prior authorization, a retrieved document set can be topically relevant yet still miss the evidence that a payer policy requires. Physicians report completing about 45 prior authorizations per week and… Read More
(This article belongs to the Special Issue on Special Issue on Digital and Engineering Transformations in Science and Technology (SI-DETST-26) and the Section Artificial Intelligence – Computer Science (AIC))
Magnetic AI Explainability: Retrofit Agents for Post-Hoc Transparency in Deployed Machine-Learning Systems
by Maikel Leon
Journal of Engineering Research and Sciences, Volume 4, Issue 8, Page # 31-40, 2025; DOI: 10.55708/js0408004
Abstract: Artificial intelligence already influences credit allocation, medical diagnosis, and staff recruitment, yet most deployed models remain opaque to decision makers, regulators, and the citizens they affect. A new wave of transparency mandates across multiple jurisdictions will soon require organizations to justify automated decisions without disrupting tightly coupled production pipelines that have evolved over the years.… Read More
(This article belongs to the Special Issue on Special Issue on Multidisciplinary Sciences and Advanced Technology 2025 and the Section Artificial Intelligence – Computer Science (AIC))