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Author

Chun-Ting Luo

2 papers indexed here

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Open access Aug 2026

Predicting Critical Outcomes in Suspected Cardiopulmonary Emergencies Using Dispatch Narratives: Temporal Validation Study

Abstract Background Early risk stratification in emergency medical services (EMS) is essential for patients presenting with acute cardiopulmonary symptoms, yet prehospital decision-making at the dispatch stage is often based on limited structured information. Free-text dispatch narratives may contain additional clinica...

Zhe Li, Lei Shi, Chun-Ting Luo et al. · 0 citations
Open access Sep 2026

Environmental and system-level factors associated with emergency medical service utilization and immediate on-scene symptom response: a population-based study

Suspected cardiopulmonary emergencies represent a major component of EMS demand and are highly sensitive to environmental exposures. However, the combined impact of these dual macro-environmental and micro-operational stressors on prehospital treatment effectiveness remains poorly understood. We aimed to evaluate...

Zhe Li, Xiang-Rong Chen, Chun-Ting Luo et al. · 0 citations

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