Use of Machine Learning in Hospital Emergency Care for Patients

Autores/as

  • José Antonio Ogosi Auqui Universidad Nacional Federico Villarreal - (PE)
  • Juan Enrique Sigarrostegui Gutierrez Universidad Privada del Norte - (PE), Peru
  • Patricia Noemí Piscoya Ángeles Universidad Privada del Norte - (PE), Peru
  • Daniel Alejandro Yucra Sotomayor Universidad Científica del Sur - (PE), Peru
  • Julio Elmer Sotomayor Abarca Universidad Nacional Federico Villarreal - (PE), Peru
  • Iván Carlo Petrlik Azabache Universidad Nacional Federico Villarreal - (PE), Peru

DOI:

https://doi.org/10.18687/LACCEI2024.1.1.1130

Palabras clave:

Machine learning, process of care, medical care, artificial intelligence, hospital emergency.

Resumen

This paper addresses the design and implementation of a Machine Learning model in the process of patient care in hospital emergencies. With the aim of improving efficiency and quality in the provision of emergency medical services, the application of advanced machine learning techniques is proposed. The central problem lies in optimizing the triage process and the assignment of priorities, crucial aspects in the emergency field. The research is framed within a descriptive and applied approach, using observation as the main data collection technique. The observation sheet, structured on the basis of specific indicators, serves as an instrument to evaluate the performance of the model in practical situations. The main objective of this approach is the effective integration of Machine Learning technology into the workflow of hospital emergency departments, with a view to improving decision-making, resource allocation and, ultimately, patient care.

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Publicado

2024-07-27

Número

Sección

Articles

Licencia

Licencia Creative Commons

Esta obra está bajo una Licencia Creative Commons Atribución-NoComercial-CompartirIgual 4.0 Internacional.

LACCEI conserva el copyright de todos los artículos publicados bajo los términos de su acuerdo de transferencia de copyright. Como titular del copyright, LACCEI distribuye los artículos al público bajo la Licencia Internacional Creative Commons Atribución-NoComercial-CompartirIgual 4.0 (CC BY-NC-SA 4.0).

Cómo citar

Ogosi Auqui, J. A., Sigarrostegui Gutierrez, J. E., Piscoya Ángeles, P. N., Yucra Sotomayor, D. A., Sotomayor Abarca, J. E., & Petrlik Azabache, I. C. (2024). Use of Machine Learning in Hospital Emergency Care for Patients. LACCEI, 1(10). https://doi.org/10.18687/LACCEI2024.1.1.1130

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