五种自我血糖监测系统准确性评估数据集
评估五种家用血糖监测系统在非专业用户和专业用户手中的准确性，基于ISO 15197:2013标准并分析胰岛素剂量错误。
基本信息
资源简介
五种自我血糖监测系统准确性评估数据集
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集，收录 4 个文件、合计 5.77 MB，主题涵盖 Self-monitoring of blood glucose、system accuracy、ISO 15197、user performance、lay-user，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 of five systems for self-monitoring of blood glucose in the hands of adult lay-users and professionals applying ISO 15197:2013 accuracy criteria and potential insulin dosing errors》。配套论文《Accuracy of five systems for self-monitoring of blood glucose in the hands of adult lay-users and professionals applying ISO 15197:2013 accuracy criteria and potential insulin dosing errors》发表于 Current Medical Research and Opinion（2018），DOI：10.1080/03007995.2018.1491832。项目资助方：Ascensia Diabetes Care Deutschland GmbH. Germany.;。源站首次发布：2018-07-19。
【数据内容】
源站原始描述：Objective: In this study, accuracy in the hands of intended users was evaluated for five self-monitoring of blood glucose (SMBG) systems based on ISO 15197:2013, and possibly related insulin dosing errors were calculated. In addition, accuracy was assessed in the hands of study personnel. Methods: For each system (Accu-Chek1 Aviva Connect [A], Contour2 Next One [B], FreeStyle Freedom Lite3 [C], GlucoMen4 areo [D] and OneTouch Verio5 [E]) one test strip lot was evaluated as required by ISO 15197:…
中文译文（机器翻译，仅供快速理解，请以原文为准）：目的：本研究基于ISO 15197：2013标准，评估了五种自我血糖监测（SMBG）系统在预期使用者手中的准确性，并计算了可能相关的胰岛素剂量错误。此外，还评估了在研究人员的操作下的准确性。 方法：对于每个系统（Accu-Chek Aviva Connect [A]、Contour Next One [B]、FreeStyle Freedom Lite [C]、GlucoMen areo [D]和OneTouch Verio [E]），按照ISO 15197：2013第8条的要求评估了一个试纸条批次。在葡萄糖浓度处于特定范围内时，计算SMBG测量值在比较测量值±15 mg/dl和±15%范围内的数量和百分比。 结果：四个系统（A、B、C、D）在测试的试剂系统批次下满足ISO 15197：2013准确性标准，至少有95%（非专业用户）和99.5%（研究人员）的结果在规定限值内。所有五个系统的测量值均在共识误差网格和监督误差网格的临床可接受区域内。非专业用户测量的中位模拟胰岛素剂量错误在-0.8至+0.6单位之间，研究人员在-0.7至+0.8单位之间。非专业用户常见的错误包括未检查试纸条有效期、血液施加不当以及设备操作不正确。 结论：在本研究中，各系统在ISO 15197：2013准确性限值内的结果数量上显示出轻微差异。不准确的SMBG测量可能导致胰岛素剂量错误，并对血糖控制产生不利影响。
【数据结构与技术规格】
文件数 4 个，合计 5.77 MB。icmo_a_1491832_sm8325.docx：application/vnd.openxmlformats-officedocument.wordprocessingml.document，30.04 KB。icmo_a_1491832_sm8324.tif：image/tiff，4.57 MB。icmo_a_1491832_sm8323.tif：image/tiff，1.13 MB。数据集 DOI：10.6084/m9.figshare.6840431.v1。
【主题与分类】
源站学科分类：Space Science、Medicine、Genetics、Physiology、Pharmacology、Chemical Sciences not elsewhere classified。主题标签：Self-monitoring of blood glucose、system accuracy、ISO 15197、user performance、lay-user、insulin dosing error、surveillance error grid。
【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_of_five_systems_for_self-monitoring_of_blood_glucose_in_the_hands_of_adult_lay-users_and_professionals_applying_ISO_15197_2013_accuracy_criteria_and_potential_insulin_dosing_errors/6840431
使用许可：CC BY 4.0（https://creativecommons.org/licenses/by/4.0/）。
规范引用：Accuracy of five systems for self-monitoring of blood glucose in the hands of adult lay-users and professionals applying ISO 15197:2013 accuracy criteria and potential insulin dosing errors. Taylor & Francis. Jendrike, Nina; Baumstark, Annette; Pleus, Stefan; Liebing, Christina; Kamecke, Ulrike; Hau…
【使用注意】
· 源站最后修改于 2023-06-05，引用时请注意版本时效。
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
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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。
使用方式
数据集获取（Figshare）
- 源站标题：Accuracy of five systems for self-monitoring of blood glucose in the hands of adult lay-users and professionals applying ISO 15197:2013 accuracy criteria and potential insulin dosing errors
- DOI：10.6084/m9.figshare.6840431.v1
- 发布日期：2018-07-19
- 文件数：4 个
- 文件总体积：5.77 MB
- 源站页面：https://tandf.figshare.com/articles/dataset/Accuracy_of_five_systems_for_self-monitoring_of_blood_glucose_in_the_hands_of_adult_lay-users_and_professionals_applying_ISO_15197_2013_accuracy_criteria_and_potential_insulin_dosing_errors/6840431
命令行下载
curl -L -o "icmo_a_1491832_sm8325.docx" "https://ndownloader.figshare.com/files/12454637"
curl -L -o "icmo_a_1491832_sm8324.tif" "https://ndownloader.figshare.com/files/12454640"
curl -L -o "icmo_a_1491832_sm8323.tif" "https://ndownloader.figshare.com/files/12454643"
curl -L -o "icmo_a_1491832_sm8322.docx" "https://ndownloader.figshare.com/files/12454646"
文件清单
icmo_a_1491832_sm8325.docx（30.04 KB）icmo_a_1491832_sm8324.tif（4.57 MB）icmo_a_1491832_sm8323.tif（1.13 MB）icmo_a_1491832_sm8322.docx（35.80 KB）
文件总体积 5.77 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: In this study, accuracy in the hands of intended users was evaluated for five self-monitoring of blood glucose (SMBG) systems based on ISO 15197:2013, and possibly related insulin dosing errors were calculated. In addition, accuracy was assessed in the hands of study personnel.
Methods: For each system (Accu-Chek1 Aviva Connect [A], Contour2 Next One [B], FreeStyle Freedom Lite3 [C], GlucoMen4 areo [D] and OneTouch Verio5 [E]) one test strip lot was evaluated as required by ISO 15197:2013, clause 8. Number and percentage of SMBG measurements within ±15 mg/dl and ±15% of the comparison measurements at glucose concentrations Results: Four systems (A, B, C, D) fulfilled the tested reagent system lot ISO 15197:2013 accuracy criteria with the tested reagent system lot with at least 95% (lay-users) and 99.5% (study personnel) of results within the defined limits. Measurements with all five systems were within the clinically acceptable zones of the consensus error grid and the surveillance error grid. Median modeled insulin dosing errors were between -0.8 and +0.6 units for measurements performed by lay-users and between -0.7 and +0.8 units for study personnel. Frequent lay-user errors were not checking the test strips’ expiry date, applying blood incorrectly and handling the device incorrectly.
Conclusion: In this study, the systems showed slight differences in the number of results within ISO 15197:2013 accuracy limits. Inaccurate SMBG measurements can result in insulin dosing errors and adversely affect glycemic control.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.6840431.v1（source: https://tandf.figshare.com/articles/dataset/Accuracy_of_five_systems_for_self-monitoring_of_blood_glucose_in_the_hands_of_adult_lay-users_and_professionals_applying_ISO_15197_2013_accuracy_criteria_and_potential_insulin_dosing_errors/6840431）。
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