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375434

Empowering College Health: A Predictive Modeling Approach

Article

Last updated: 28 Dec 2024

Subjects

-

Tags

الحاسب الآلي وتکنولوجيا التعليم

Abstract

The Comprehensive College Health and Insurance Management System addresses the evolving needs of academic institutions by integrating cutting-edge technologies to prioritize the health and well-being of students and staff. This system includes modules for user authentication, health and lifestyle assessment, insurance prediction, continuous monitoring, and educational tools, all accessible through a user-friendly mobile or web application. The Health Prediction Module stands at the core utilizing advanced models for insurance risk assessment, providing tailored recommendations based on user-input health data, and enabling continuous monitoring for timely interventions.
The study and Development Module contributes to ongoing health research by anonymizing data, advancing predictive models, and aligning the system with emerging healthcare trends. The proposed system, anchored in advanced predictive health models, aims to empower users with personalized health insights while providing administrators with tools for risk assessment and proactive intervention.
The study delves into the architecture, methodologies, and mathematical foundations of the predictive health model, emphasizing its pivotal role in a comprehensive college management system. Leveraging data science and machine learning techniques, the model incorporates features such as multi-task learning, loss functions tailored for health prediction, risk classification, and lifestyle analysis. Privacy and security measures are prioritized, ensuring compliance with data protection regulations. The study concludes with results showcasing the model's accuracy and potential impact on student health and insurance management, marking this system as a pioneering solution for colleges prioritizing holistic well-being.

DOI

10.21608/mbse.2024.282124.1445

Keywords

Predictive Health Model, Insurance Assessment, .College Management System, Health Prediction, Health Care

Authors

First Name

Abeer

Last Name

Saad

MiddleName

-

Affiliation

كلية التربية النوعية - جامعة دمياط

Email

asaad@du.edu.eg

City

-

Orcid

-

First Name

DOAA

Last Name

HAWA

MiddleName

-

Affiliation

كلية التربية النوعية- جامعة دمياط

Email

d_amin@du.edu.eg

City

دمياط الجديدة

Orcid

-

Volume

2024

Article Issue

83

Related Issue

47609

Issue Date

2024-05-01

Receive Date

2024-04-07

Publish Date

2024-05-01

Page Start

575

Page End

605

Print ISSN

2314-8683

Online ISSN

2314-8691

Link

https://mbse.journals.ekb.eg/article_375434.html

Detail API

https://mbse.journals.ekb.eg/service?article_code=375434

Order

375,434

Type

مقالات علمیة محکمة

Type Code

1,632

Publication Type

Journal

Publication Title

مجلة بحوث التربية النوعية

Publication Link

https://mbse.journals.ekb.eg/

MainTitle

Empowering College Health: A Predictive Modeling Approach

Details

Type

Article

Created At

28 Dec 2024