Forecasting Healthcare Results in Rural and Resource-Limited Settings Using the Machine Learning Algorithm

In this research, we investigate machine learning (ML) application in the healthcare domain we predict obesity, perinatal mortality, diabetes risk assessment, and how to integrate blockchain into healthcare. It shows ML promising to increase disease prediction, optimize the policies of healthcare, and secure the data. ML is highly predictive accurately though it suffers from interpretability and fairness challenges. To achieve the equitable healthcare outcomes, future works need to develop better models for causal inference and embed the ethics in the process.

Authors

Publication Details

Journal
Journal of Information Systems Engineering & Management
Published
2025-03-06
DOI
https://doi.org/10.52783/jisem.v10i16s.2646
Primary Topic
Healthcare Systems and Public Health
Type
article
Field-Weighted Citation Impact
0.00
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article

Forecasting Healthcare Results in Rural and Resource-Limited Settings Using the Machine Learning Algorithm

Rasel Mahmud Jewel
Journal of Information Systems Engineering & Management
Healthcare Systems and Public Health
article

Forecasting Healthcare Results in Rural and Resource-Limited Settings Using the Machine Learning Algorithm

Rasel Mahmud Jewel
article en

Abstract

In this research, we investigate machine learning (ML) application in the healthcare domain we predict obesity, perinatal mortality, diabetes risk assessment, and how to integrate blockchain into healthcare. It shows ML promising to increase disease prediction, optimize the policies of healthcare, and secure the data. ML is highly predictive accurately though it suffers from interpretability and fairness challenges. To achieve the equitable healthcare outcomes, future works need to develop better models for causal inference and embed the ethics in the process.

Journal of Information Systems Engineering & ManagementVol. 10(16s)
Openalex Percentile: Top 93%
Healthcare Systems and Public Health
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Forecasting Healthcare Results in Rural and Resource-Limited Settings Using the Machine Learning Algorithm — Rasel Mahmud Jewel · Journal of Information Systems Engineering & Management (2025) | TGRS Research Map | TGRS