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Healthcare

77 items

ARTICLEDEV.to AI·15d ago

Self-Supervised Temporal Pattern Mining for precision oncology clinical workflows across multilingual stakeholder groups

In early 2024, the author discovered significant asymmetry in clinical data flow across oncology workflows, characterized by temporal and linguistic mismatches. This insight led to a deep dive into self-supervised temporal pattern mining for precision oncology, focusing on understanding actual clinical workflow functions.

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RESEARCHarXiv CS.CL·4/10/2026

EMSDialog: Synthetic Multi-person Emergency Medical Service Dialogue Generation from Electronic Patient Care Reports via Multi-LLM Agents

O estudo apresenta o EMSDialog, um novo conjunto de dados de 4.414 conversas sintéticas multi-falantes para serviços médicos de emergência, geradas a partir de relatórios reais de pacientes usando uma pipeline de agentes multi-LLM. Este dataset, anotado com diagnósticos e tópicos, demonstra melhorias na precisão e estabilidade da previsão de diagnóstico conversacional.

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ARTICLEDEV.to AI·28d ago

The Aunty Test - what Malayalam-speaking patients see when they ask Health AI in their own language

This content highlights the failure of English-first Health AI to accurately understand and respond to medical queries in non-English languages like Malayalam. It introduces GoDavaii as an AI capable of reasoning natively in 22 Indian languages, addressing a critical gap in healthcare accessibility for a billion non-English speakers.

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