A1CNow+糖化血红蛋白床旁检测准确性研究

该数据集包含55名糖尿病患者的糖化血红蛋白检测数据,用于评估A1CNow+床旁检测仪相对于实验室参考方法的诊断准确性。

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2022-06-06 更新
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表格Hemoglobin AglycosylatedPoint-of-care systemsTechnology assessmentbiomedicalDiabetes mellitusPrimary health care
Assessment of a glycated hemoglobin point-of-care analyzer (A1CNow+) in comparison with an immunoturbidimetric method: a diagnostic accuracy study

基本信息

模态
表格
大小
0.000158164 GB
许可
CC BY 4.0
创建/更新时间
2022-06-06
版本
v1

资源简介

A1CNow+糖化血红蛋白床旁检测准确性研究

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 2 个文件、合计 158.16 KB,主题涵盖 Hemoglobin A, glycosylated、Point-of-care systems、Technology assessment, biomedical、Diabetes mellitus、Primary health care,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Assessment of a glycated hemoglobin point-of-care analyzer (A1CNow+) in comparison with an immunoturbidimetric method: a diagnostic accuracy study》。配套论文《Assessment of a glycated hemoglobin point-of-care analyzer (A1CNow+) in comparison with an immunoturbidimetric method: a diagnostic accuracy study》发表于 Sao Paulo Medical Journal(2015),DOI:10.1590/1516-3180.2013.9110911。源站首次发布:2022-06-06。

【数据内容】

源站原始描述:CONTEXT AND OBJECTIVE: To monitor glycemic control in diabetic patients, regular measurement of glycated hemoglobin (HbA1c) is recommended, but this can be difficult in remote places without access to laboratories. Portable point-of-care testing devices can prove a useful alternative. Our study aimed to assess the performance of one of them: A1CNow+, from Bayer. DESIGN AND SETTING: Cross-sectional accuracy study conducted at a university hospital in Brazil. METHODS: We made three successive meas…

【数据结构与技术规格】

文件数 2 个,合计 158.16 KB。数据集 DOI:10.6084/m9.figshare.20006998.v1。

【主题与分类】

源站学科分类:Medicine。主题标签:Hemoglobin A, glycosylated、Point-of-care systems、Technology assessment, biomedical、Diabetes mellitus、Primary health care。

【适用方向】

结构化表格数据可直接用于统计建模、特征工程与队列分析。

【获取与许可】

源站页面:https://scielo.figshare.com/articles/dataset/Assessment_of_a_glycated_hemoglobin_point-of-care_analyzer_A1CNow_in_comparison_with_an_immunoturbidimetric_method_a_diagnostic_accuracy_study/20006998

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Affret, Aurélie; Griz, Luiz Henrique Maciel; Cesse, Eduarda Ângela Pessoa; Specht, Yuri da Silva; Carvalho, Eduardo Maia Freese de; Fontbonne, Annick (2015). Assessment of a glycated hemoglobin point-of-care analyzer (A1CNow+) in comparison with an immunoturbidimetric method: a diagnostic accuracy s…

【使用注意】

· 源站最后修改于 2023-05-31,引用时请注意版本时效。

官方服务

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从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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下载信息

注册下载

需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。

暂未开放

公开下载

无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。

免登录

当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。

免费样本无法满足模型训练要求?千方提供经三甲医院脱敏、带病理回证与专家标注的商业级专病数据集。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "830328f9d060aab1bfe4be9cf065be44215983f4.jpg" "https://ndownloader.figshare.com/files/35619679"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/35619682"

文件清单

  • 830328f9d060aab1bfe4be9cf065be44215983f4.jpg(152.53 KB)
  • Table_1.xls(5.63 KB)

文件总体积 158.16 KB(源站 API 实测)。

数据加载示例(图像类)

from PIL import Image
import glob, os

files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
       + glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)

# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path)  # 要求 子目录=类别

目录组织与标注格式以源站说明和下载后实际文件为准。

数据说明

CONTEXT AND OBJECTIVE: To monitor glycemic control in diabetic patients, regular measurement of glycated hemoglobin (HbA1c) is recommended, but this can be difficult in remote places without access to laboratories. Portable point-of-care testing devices can prove a useful alternative. Our study aimed to assess the performance of one of them: A1CNow+, from Bayer. DESIGN AND SETTING: Cross-sectional accuracy study conducted at a university hospital in Brazil. METHODS: We made three successive measurements of capillary HbA1c using the A1CNow+ in 55 diabetic volunteers, while the same measurement was made on venous blood using the hospital reference method (Vitros 5,1 FS). We used the Bland-Altman graphical method to assess the A1CNow+ in relation to the Vitros 5,1 FS method. We also evaluated clinical usefulness by calculating the sensitivity and specificity of A1CNow+ for detecting patients with HbA1c lower than 7%, which is the usual limit for good glycemic control. RESULTS: The coefficient of variation between repeat testing for the A1CNow+ was 3.6%. The mean difference between A1CNow+ and Vitros 5,1 FS was +0.67% (95% confidence interval, CI: +0.52 to +0.81). The agreement limits of our Bland-Altman graph were -0.45 (95% CI: -0.71 to -0.19) and +1.82 (95% CI: +1.52 to +2.05). The sensitivity and specificity in relation to the 7% limit were respectively 100% and 67.7%. CONCLUSIONS: Although the A1CNow+ had good sensitivity, its accuracy was insufficient for use as a replacement for laboratory measurements of HbA1c, for glycemic control monitoring in diabetic patients.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.20006998.v1(source: https://scielo.figshare.com/articles/dataset/Assessment_of_a_glycated_hemoglobin_point-of-care_analyzer_A1CNow_in_comparison_with_an_immunoturbidimetric_method_a_diagnostic_accuracy_study/20006998)。

需要用于商业化训练或医疗器械注册(NMPA/FDA)?

公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连,提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。