一种无线传输结果至兼容胰岛素泵的血糖监测系统的准确性及用户性能评估数据集

评估一种无线传输结果至兼容胰岛素泵的血糖监测系统的准确性及用户性能,包含实验室和临床试验数据。

Taylor & FrancisTaylor & Francis
DataCite Commons
2020-08-25 更新
浏览 15
表格、文本Blood glucose self-monitoringwireless technologyblood glucoseself-managementdiabetes mellitus
Accuracy and user performance evaluation of a blood glucose monitoring system which wirelessly transmits results to compatible insulin pumps

基本信息

模态
表格、文本
大小
0.007283144 GB
许可
CC BY 4.0
创建/更新时间
2020-08-25
版本
v2

资源简介

一种无线传输结果至兼容胰岛素泵的血糖监测系统的准确性及用户性能评估数据集

【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 7.28 MB,主题涵盖 Blood glucose self-monitoring、wireless technology、blood glucose、self-management、diabetes mellitus,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《Accuracy and user performance evaluation of a blood glucose monitoring system which wirelessly transmits results to compatible insulin pumps》。配套论文《Accuracy and user performance evaluation of a blood glucose monitoring system which wirelessly transmits results to compatible insulin pumps》发表于 Current Medical Research and Opinion(2020),DOI:10.1080/03007995.2020.1734919。源站首次发布:2020-03-17。

【数据内容】

源站原始描述:Objective: To perform evaluations of the CONTOUR PLUS LINK 2.4 blood glucose monitoring system (BGMS) assessed according to ISO 15197:2013 criteria. Methods: Clinical trial registered at ClinicalTrials.gov (NCT01824355). In a laboratory study (Study 1), capillary fingertip blood samples from 100 subjects were evaluated in duplicate, using three test strip lots. In a clinical trial (Study 2), 113 adults with diabetes were enrolled, and BGMS results and Yellow Springs Instruments (YSI) analyzer re…

【数据结构与技术规格】

文件数 2 个,合计 7.28 MB。icmo_a_1734919_sm8646.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,888.85 KB。数据集 DOI:10.6084/m9.figshare.11897994.v2。

【主题与分类】

源站学科分类:Space Science、Medicine、Physiology、Pharmacology、Chemical Sciences not elsewhere classified、Science Policy。主题标签:Blood glucose self-monitoring、wireless technology、blood glucose、self-management、diabetes mellitus。

【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://tandf.figshare.com/articles/dataset/Accuracy_and_user_performance_evaluation_of_a_blood_glucose_monitoring_system_which_wirelessly_transmits_results_to_compatible_insulin_pumps/11897994

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

规范引用:Accuracy and user performance evaluation of a blood glucose monitoring system which wirelessly transmits results to compatible insulin pumps. Taylor & Francis. Caswell, Michael; Brown, Daniel; Frank, Joy; Wallace, Jane F.; Pardo, Scott

【使用注意】

· 源站最后修改于 2023-05-30,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 "icmo_a_1734919_sm8646.docx" "https://ndownloader.figshare.com/files/22028370"
curl -L -o "icmo_a_1734919_sm8787.jpg" "https://ndownloader.figshare.com/files/21819618"

文件清单

  • icmo_a_1734919_sm8646.docx(888.85 KB)
  • icmo_a_1734919_sm8787.jpg(6.39 MB)

文件总体积 7.28 MB(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

Objective: To perform evaluations of the CONTOUR PLUS LINK 2.4 blood glucose monitoring system (BGMS) assessed according to ISO 15197:2013 criteria.
Methods: Clinical trial registered at ClinicalTrials.gov (NCT01824355). In a laboratory study (Study 1), capillary fingertip blood samples from 100 subjects were evaluated in duplicate, using three test strip lots. In a clinical trial (Study 2), 113 adults with diabetes were enrolled, and BGMS results and Yellow Springs Instruments (YSI) analyzer reference measurements were compared for subject- and trial staff-obtained fingertip blood and subject-obtained palm blood. Subjects completed a questionnaire to evaluate BGMS ease of use.
Results: In Study 1, 100% of combined results (all test strip lots) fulfilled ISO 15197:2013 section 6.3 criteria. In Study 2, 97.7% of subject-obtained fingertip results and 100% of trial staff-obtained fingertip results met ISO 15197:2013 section 8 criteria. Additionally, 93.8% of palm results were within ± 15 mg/dL of mean YSI measurements for glucose concentrations Conclusion: The BGMS exceeded minimum ISO 15197:2013-specified accuracy criteria in the laboratory and in the hands of lay users with diabetes.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.11897994.v2(source: https://tandf.figshare.com/articles/dataset/Accuracy_and_user_performance_evaluation_of_a_blood_glucose_monitoring_system_which_wirelessly_transmits_results_to_compatible_insulin_pumps/11897994)。

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。