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Supplementary data for the thesis "Development and Validation of Explainable Machine-Learning Prediction Systems: A Study of Biomedical and Clinical Data"

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datahub.hku.hk2024-07-18 更新2025-01-15 收录
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https://datahub.hku.hk/articles/dataset/Supplementary_data_for_the_thesis_Development_and_Validation_of_Explainable_Machine-Learning_Prediction_Systems_A_Study_of_Biomedical_and_Clinical_Data_/26172664/1
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The files contain the dataset for the thesis "Development and Validation of Explainable Machine-Learning Prediction Systems: A Study of Biomedical and Clinical Data". Chapter 3 includes a patient dataset with CDI (Clostridioides difficile infection) admissions from 2009-2014 in Hong Kong. Chapter 4 includes a list of protein structure data derived from UniProt (www.uniprot.org) (release 2021_03) and their corresponding enzyme functions. The protein structure data file can be downloaded from the open-source database Protein Data Bank (www.rcsb.org). Additionally, a list of AlphaFold 2 predicted structures is also included, and the structural data can be downloaded from www.alphafold.com. Chapter 5 contains a list of PDB structures derived from UniProt (release 2023_01).

该数据集包含了论文《可解释机器学习预测系统的开发与验证:基于生物医学和临床数据的实证研究》的附件。第三章包含了一组2009至2014年间香港地区艰难梭菌感染(Clostridioides difficile infection,简称CDI)患者数据集。第四章收录了源自UniProt(www.uniprot.org)数据库(2021_03版)的蛋白质结构数据及其相应的酶功能列表。蛋白质结构数据文件可从开源数据库蛋白质数据银行(www.rcsb.org)下载。此外,还包括了AlphaFold 2预测的结构列表,且结构数据可从www.alphafold.com下载。第五章则包含了一组源自UniProt(2023_01版)的PDB结构数据。
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