Healthcare Mechanisms
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Healthcare Mechanisms from Policy-as-Code Search under Strategic Provider Response
arXiv:2605.30680v1 Announce Type: new Abstract: Healthcare mechanisms are inseparable from the strategic provider response they induce: existing healthcare AI benchmarks hold this response fixed and so cannot evaluate mechanisms by the equilibrium they produce. We recast hospital mechanism design as program synthesis for language models: typed, inspectable rule programs are executed and scored by Medi-Sim, a multi-agent simulator with five strategic provider channels (coding, selection,...
Can we harness quantum effects to create a new kind of healthcare?
Experiments hint that quantum mechanisms are vital to the machinery of life. Now researchers are exploring if these effects help to explain the success of an array of puzzling health treatments
Analysis of Information Theory for Explainable AI
Announce Type: replace Abstract: With the intervention of machine vision in our crucial day to day necessities including healthcare and automated power plants, attention has been drawn to the internal mechanisms of convolutional neural networks, and the reason why the network provides specific inferences. This paper proposes a novel post-hoc visual explanation method called MI CAM based on activation mapping. Differing from previous class activation mapping based approaches, MI CAM produces...
'Heartbroken' hospice chief fears dying patients will end up in ambulances and A&E over funding crisis
'Heartbroken' hospice chief fears dying patients will end up in ambulances and A&E over funding crisis EXCLUSIVE: "Patient services will inevitably suffer as hospices around the country seek to balance the books, saving costs to plug the large holes appearing in hospice finances" A “heartbroken” hospice chief is warning that dying patients will end up in “ambulances and A&E departments” after her organisation was hit by a devastating financial crisis. And experts warned the problems hitting...
StableRCA: Robust Graph-Agnostic Mechanism-Level Root Cause Analysis
arXiv:2606.05636v1 Announce Type: new Abstract: Root-Cause Analysis (RCA) seeks to identify the variables responsible for abnormal system behavior in complex domains such as manufacturing, cloud computing, and healthcare. Existing approaches face a critical bottleneck: graph-based causal methods can identify intervention targets but typically require a known or accurately estimated causal graph, while graph-free statistical methods either localize marginal anomalies rather than structural...
TQA-Bench: Evaluating LLMs for Multi-Table Question Answering
Announce Type: replace Abstract: The advance of large language models (LLMs) has unlocked great opportunities in complex multi-modal data management tasks, particularly in question answering (QA) over complicated multi-table relational data. Despite significant progress, systematically evaluating LLMs on multi-table QA remains a critical challenge due to the inherent complexity of analyzing the modality of relational data structures and the potentially large scale of serialized tabular data....
Why 8 in 10 patients turn to internet after doctor visits
NEW DELHI: India’s healthcare system is facing a growing “patient confusion crisis”, with nearly eight out of 10 patients in Delhi-NCR turning to Google or social media after visiting doctors because they leave consultations without fully understanding their illness, treatment or next steps, according to a survey released on Sunday. The India Patient Navigation and Confusion Index (IPNCI), 2026, was conducted among 1,000 respondents across Delhi, Noida, Gurgaon, Faridabad and Ghaziabad. It...
A quantum metasurface breakthrough could finally close the terahertz gap
A quantum metasurface breakthrough could finally close the terahertz gap A quantum-powered metasurface breakthrough could finally make terahertz technology far more practical, sensitive, and widely usable. - Date: - May 31, 2026 - Source: - SPIE--International Society for Optics and Photonics - Summary: - Researchers have developed a compact quantum detector that makes terahertz radiation much easier to detect. A specially designed metasurface funnels incoming energy into tiny active...
Incentives, Equilibria, and the Limits of Healthcare AI: A Game-Theoretic Perspective
arXiv:2603.28825v2 Announce Type: replace Abstract: Using a stylised coordination problem drawn from inpatient capacity management, three archetypal forms of AI deployment are described: effort-reducing technologies, observability-oriented systems, and interventions that alter underlying incentive structures. Effort reduction and observability may improve performance within existing patterns of behaviour but do not, in general, change which actions are individually rational. As a result,...
Explainable AI-Driven Cyber Risk Analytics and Model Reliability Assessment for Intelligent Governance of U.S. Critical Infrastructure: An XGBoost and SHAP-Based Intrusion Detection Framework
arXiv:2606.05710v1 Announce Type: new Abstract: The increasing penetrations of the critical infrastructure sector in the United States with intelligent digital technologies have greatly increased exposure to advanced cyber adversaries and operational vulnerabilities. AI-powered governance and automated decision-making systems are becoming a key part of the operation of critical infrastructure systems, including energy, healthcare, transportation, financial services, and communication...