Prediction, Interpretation of Diabet

Prediction, Interpretation of Diabet

Version 1.0
Install<10
CategoryMedical
Size6 MB
Last Update2025 June 8
Prediction, Interpretation of Diabet

Prediction, Interpretation of Diabet

m_beigi_h
Version 1.0
Install<10
CategoryMedical
Size6 MB
Last Update2025 June 8
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Introduction

More Info

"Diabetes Progression Prediction and
Interpretation" is an intelligent mobile application designed to help
patients and healthcare professionals monitor and understand the potential
progression of diabetes using advanced machine learning techniques.

 

The user simply enters basic health information such as age,
blood pressure, BMI, etc. This data is securely sent to a central server, where
a trained machine learning model (Random Forest) processes it. The prediction
result, along with SHAP (SHapley Additive exPlanations) values, is then
returned to the app.

 

SHAP values help explain how each input feature has
contributed to the prediction, making the model’s decision transparent and
interpretable for both users and physicians.

 

Key Features:

 

Accurate prediction of diabetes progression using machine
learning

 

Interpretation of results through SHAP values to understand
feature impact

 

Secure communication with the server for real-time analysis

 

User-friendly design with simple input steps

 

Suitable for patients, doctors, and medical researchers

 

This app aims to increase awareness, support better
treatment decisions, and improve diabetes management through the power of AI
and interpretable models.

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