cilab-ufersa / euthyroid_diagnostic_support_app

Diagnostic Support System for Euthyroid Sick Syndrome based on Machine Learning Algorithms Approches

Euthyroid Diagnostic Support Application

Prerequisites

What things you need to have to be able to run:

• Python 3.6 +
• Pip 3+
• VirtualEnvWrapper is recommended but not mandatory

Requirements

$ pip install -r requirements.txt

Run

$ streamlit run  main.py

In virtual codespace

$ streamlit run main.py --server.enableCORS false --server.enableXsrfProtection false

Scientific Developers

👤 Vinicius Almeida: [email protected]

👤 Caio Moisés: [email protected]

Technical and scientific support

👤 Rosana Rego

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WARNING

While test and model results are important, it is critical to remember that they should not be used as a sole source of information or as a definitive decision. It is essential that a healthcare professional use their clinical knowledge and judgment to properly interpret and evaluate these results, ensuring that patients receive the most appropriate and safe treatment.

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Support by

Publications related to this project

Rego, Rosana; Almeida, Vinicius; Cavalcante, Caio; Lima Nathalee. DIAGNOSTIC SUPPORT SYSTEM FOR EUTHYROID SICK SYNDROME BASED ON MACHINE LEARNING ALGORITHMS APPROACHES. International Conference on Intelligent Systems and New Applications (ICISNA'23), 2023.

euthyroid_diagnostic_support_app's Issues

Melhorar a usabilidade da interface

• botão para voltar/desfazer
• botão para limpar dos dados

Explicar métricas

@vinicius-a-almeida
Explicar em poucas palavras o que é cada métrica para o user leigo.

Dica: pode fazer isso na col2

pesquisar os valores de intervalo desses parâmetros e adicionar no sistema

Investigar modelo

O modelo sempre retorna 0, (paciente não doente)

Sick: indicates if the patient has a thyroid disorder (Yes or No).

Refatorar a pergunta referente ao parâmetro sick.

• Possui algum distúrbio da tireoide?

Campo TT4 não permite valores maiores que 100