AIScholar: An OpenFaaS-enhanced cloud platform for intelligent medical data analytics.

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Tác giả: Yuanyuan Chen, Yichao Hong, Weili Peng, Zhang Yi

Ngôn ngữ: eng

Ký hiệu phân loại: 594.38 *Pulmonata

Thông tin xuất bản: United States : Computers in biology and medicine , 2025

Mô tả vật lý:

Bộ sưu tập: NCBI

ID: 190205

This paper presents AIScholar, an intelligent research cloud platform developed based on artificial intelligence analysis methods and the OpenFaaS serverless framework, designed for intelligent analysis of clinical medical data with high scalability. AIScholar simplifies the complex analysis process by encapsulating a wide range of medical data analytics methods into a series of customizable cloud tools that emphasize ease of use and expandability, within OpenFaaS's serverless computing framework. As a multifaceted auxiliary tool in medical scientific exploration, AIScholar accelerates the deployment of computational resources, enabling clinicians and scientific personnel to derive new insights from clinical medical data with unprecedented efficiency. A case study focusing on breast cancer clinical data underscores the practicality that AIScholar offers to clinicians for diagnosis and decision-making. Insights generated by the platform have a direct impact on the physicians' ability to identify and address clinical issues, signifying its real-world application significance in clinical practice. Consequently, AIScholar makes a meaningful impact on medical research and clinical practice by providing powerful analytical tools to clinicians and scientific personnel, thereby promoting significant advancements in the analysis of clinical medical data.
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