Machine Learning in Healthcare. Part 1

Authors

  • Nicolás H. Quiroz Instituto de Medicina Traslacional e Ingeniería Biomédica (IMTIB), CONICET - Instituto Universitario del Hospital Italiano de Buenos Aires - Hospital Italiano de Buenos Aires. Buenos Aires, Argentina
  • María L. Posadas-Martínez Instituto de Medicina Traslacional e Ingeniería Biomédica (IMTIB), CONICET - Instituto Universitario del Hospital Italiano de Buenos Aires - Hospital Italiano de Buenos Aires. Buenos Aires, Argentina
  • Emiliano Rossi Departamento de Investigación . Hospital Italiano de Buenos Aires. Buenos Aires, Argentina
  • Diego H. Giunta Instituto de Medicina Traslacional e Ingeniería Biomédica (IMTIB), CONICET - Instituto Universitario del Hospital Italiano de Buenos Aires - Hospital Italiano de Buenos Aires. Buenos Aires, Argentina
  • Marcelo R. Risk Instituto de Medicina Traslacional e Ingeniería Biomédica (IMTIB), CONICET - Instituto Universitario del Hospital Italiano de Buenos Aires - Hospital Italiano de Buenos Aires. Buenos Aires, Argentina

DOI:

https://doi.org/10.51987/revhospitalbaires.v41i4.131

Keywords:

machine learning, healthcare, electronic health record, development, research, transiscliplinary collaboration

Abstract

This will be the first of two articles where the steps needed to apply machine learning methods in healthcare will be discussed. It will introduce fundamental notions about data collection, selection and training of supervised ML models as well as the methods of internal validation. In a second article, we will discuss about the performance evaluation to select the most appropriate model and its external validation.

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Published

2021-12-30

Issue

Section

Notes on statistics and research

How to Cite

1.
Quiroz NH, Posadas-Martínez ML, Rossi E, Giunta DH, Risk MR. Machine Learning in Healthcare. Part 1. Rev Hosp Ital B.Aires [Internet]. 2021 Dec. 30 [cited 2026 Aug. 21];41(4):p. 206-209. Available from: https://ojs.hospitalitaliano.org.ar/index.php/revistahi/article/view/131

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