ADEPT: An advanced data exploration and processing tool for clinical data insights.

Journal: Computer methods and programs in biomedicine
Published Date: May 17, 2025

Abstract

BACKGROUND AND OBJECTIVE: The rapid growth of clinical data creates challenges in analysis and interpretation for medical professionals. To address these issues, we developed the Advanced Data Exploration and Processing Tool (ADEPT), integrating data preprocessing, modeling, visualization, and statistical reporting to resolve common problems like inaccurate terminology, outliers, and missing values.

Authors

  • Lingyu Shao
    School of Medical Informatics and Engineering, Xuzhou Medical University, Xuzhou 221004, Jiangsu, China. Electronic address: 303109110909@stu.xzhmu.edu.cn.
  • Jiarui Wang
    School of Mathematics, China University of Mining and Technology, Xuzhou, 221116, China. Electronic address: karsuiwang@gmail.com.
  • Lin Li
    Department of Medicine III, LMU University Hospital, LMU Munich, Munich, Germany.
  • Yujie Liu
    Department of Bone Tumor Surgery, Changzheng Hospital, Second Military Medical University, Shanghai, China.
  • Zhaoqing Liu
    School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, Jiangsu, China.
  • Boming Song
    School of Medical Information and Engineering, Xuzhou Medical University, Xuzhou, 221004, Jiangsu, China. boming.song@xzhmu.edu.cn.
  • Shuyan Li

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