Pilot deployment of a cloud-based universal medical image repository in a large public health system: A protocol study.

Journal: PloS one
PMID:

Abstract

This paper outlines the protocol for the deployment of a cloud-based universal medical image repository system. The proposal aims not only at the deployment but also at the automatic expansion of the platform, incorporating Artificial Intelligence (AI) for the analysis of medical image examinations. The methodology encompasses efficient data management through a universal database, along with the deployment of various AI models designed to assist in diagnostic decision-making. By presenting this protocol, the goal is to overcome technical challenges and issues that impact all phases of the workflow, from data management to the deployment of AI models in the healthcare sector. These challenges include ethical considerations, compliance with legal regulations, establishing user trust, and ensuring data security. The system has been deployed, with a tested and validated proof of concept, possessing the capability to receive thousands of images daily and to sustain the ongoing deployment of new AI models to expedite the analysis process in medical image exams.

Authors

  • Viviane Margarida Gomes Pacheco
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Joselisa Peres Queiroz Paiva
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Brunna Carolinne Rocha Silva Furriel
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Paulo Victor Santos
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • José Raniery Ferreira Júnior
    Escola de Engenharia de São Carlos da Universidade de São Paulo (EESC-USP), São Carlos, SP, Brazil.
  • Marcio Rodrigues Cunha Reis
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Daniel Tornieri
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Guilherme Alberto Sousa Ribeiro
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Luan Oliveira Silva
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Solange Amorim Nogueira
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Rafael Maffei Loureiro
    Hospital Israelita Albert Einstein, Sao Paulo, Brazil.
  • Wesley Pacheco Calixto
    Electrical, Mechanical & Computer Engineering School, Federal University of Goias, Goiania, Brazil.