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Enhancing Healthcare Transparency: Leveraging Machine Learning, GIS Mapping and Power BI for Private Hospital Insurance Claims Analysis

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DataCite Commons2025-01-06 更新2026-05-03 收录
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https://figshare.com/articles/dataset/Enhancing_Healthcare_Transparency_Leveraging_Machine_Learning_GIS_Mapping_and_Power_BI_for_Private_Hospital_Insurance_Claims_Analysis/28147421
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This project focuses on developing a machine learning-driven system to classify hospital claims and treatment outcomes, offering a second opinion on healthcare costs and decision-making for insurance claims and treatment efficacy.Key Features and Tools:<b>Machine Learning Algorithms:</b> Leveraging <b>Python (pandas, numpy, scikit-learn)</b> for predictive modeling to assess claim validity and treatment outcomes.<b>APIs Integration:</b> Used <b>Google Maps API</b> to retrieve and map the <b>locations of private hospitals</b> in Malaysia.<b>GIS Mapping Dashboard:</b> Created a <b>GIS-enabled dashboard</b> in <b>Microsoft Power BI</b> to visualize private hospital distribution across Malaysia, aiding healthcare planning and analysis.<b>Advanced Analytics Tools:</b> Integrated <b>Microsoft Excel, Python</b>, and <b>Google Collab</b> for data processing and automation workflows.
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figshare
创建时间:
2025-01-06
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