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#healthcare-accessibility News & Analysis

3 articles tagged with #healthcare-accessibility. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles
AIBullisharXiv – CS AI · Jun 107/10
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FADA: Accessible fetal ultrasound interpretation and annotation with a selectively distilled unified vision-language model

FADA is a unified vision-language model that performs fetal ultrasound interpretation, detection, and segmentation through a single pipeline, addressing critical diagnostic gaps in low- and middle-income countries where sonographer shortages limit prenatal screening. The system runs on consumer hardware and smartphones entirely offline, achieving clinically validated performance metrics while requiring no external labels at inference.

AIBullisharXiv – CS AI · May 47/10
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RadLite: Multi-Task LoRA Fine-Tuning of Small Language Models for CPU-Deployable Radiology AI

Researchers demonstrate that small language models (3-4B parameters) can achieve strong multi-task radiology performance through LoRA fine-tuning, enabling deployment on consumer-grade CPUs without GPUs. The RadLite system, trained on 162K samples across 9 radiology tasks, shows dramatic performance improvements over zero-shot baselines and can be quantized to 1.8-2.4GB for practical clinical deployment.

AIBullisharXiv – CS AI · May 126/10
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AI-Care: A Conversational Agentic System for Task Coordination in Alzheimer's Disease Care

AI-Care is a conversational AI system designed to help individuals with Alzheimer's disease and related dementia manage daily tasks through natural language interaction, reducing cognitive barriers to using digital tools. The system prioritizes safety through caregiver-verified records and controlled clarification flows, with preliminary pilot testing showing positive user trust and task completion outcomes.