Table_1_应用于COVID-19大流行的医疗器械开发危机响应框架

该数据集为DOCX中的Table_1,呈现COVID-19大流行下医疗器械开发的危机响应框架,涉及PPE短缺、快速制造与面罩案例。

NIAID Data Ecosystem
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表格personal protective equipment (PPE)COVID-19manufacturingprototypingbiocompatibility3D printingregulatory sciencesmedical device design
Table_1_A Crisis-Responsive Framework for Medical Device Development Applied to the COVID-19 Pandemic.DOCX

基本信息

模态
表格
大小
0.000859527 GB
许可
CC BY 4.0
创建/更新时间
2026-10-11
版本
v1

资源简介

Table_1_应用于COVID-19大流行的医疗器械开发危机响应框架

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 859.53 KB,主题涵盖 personal protective equipment (PPE)、COVID-19、manufacturing、prototyping、biocompatibility,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《Table_1_A Crisis-Responsive Framework for Medical Device Development Applied to the COVID-19 Pandemic.DOCX》。配套论文《Supporting medical device development: a standard product design process model》发表于 Journal of Engineering Design(2013),DOI:10.1080/09544828.2012.676635。源站首次发布:2021-03-22。

【数据内容】

源站原始描述:The disruption of conventional manufacturing, supply, and distribution channels during the COVID-19 pandemic caused widespread shortages in personal protective equipment (PPE) and other medical supplies. These shortages catalyzed local efforts to use nontraditional, rapid manufacturing to meet urgent healthcare needs. Here we present a crisis-responsive design framework designed to assist with product development under pandemic conditions. The framework emphasizes stakeholder engagement, compreh…

【数据结构与技术规格】

文件数 1 个,合计 859.53 KB。Table_1_A Crisis-Responsive Framework for Medical Device Development Applied to the COVID-19 Pandemic.DOCX:application/vnd.openxmlformats-officedocument.wordprocessingml.document,859.53 KB。数据集 DOI:10.3389/fdgth.2021.617106.s001。

【主题与分类】

源站学科分类:Mobile Technologies、Health Information Systems (incl. Surveillance)、Health Informatics、Innovation and Technology Management。主题标签:personal protective equipment (PPE)、COVID-19、manufacturing、prototyping、biocompatibility、3D printing、regulatory sciences、medical device design。

【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://frontiersin.figshare.com/articles/dataset/Table_1_A_Crisis-Responsive_Framework_for_Medical_Device_Development_Applied_to_the_COVID-19_Pandemic_DOCX/14262242

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

规范引用:Antonini, Marc-Joseph; Plana, Deborah; Srinivasan, Shriya; Atta, Lyla; Achanta, Aditya; Yang, Helen; et al. (2021). Table_1_A Crisis-Responsive Framework for Medical Device Development Applied to the COVID-19 Pandemic.DOCX. Frontiers. Dataset

【使用注意】

· 源站最后修改于 2023-06-05,引用时请注意版本时效。

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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。

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有偿下载

公开数据集受托下载与技术交付服务。

提供高速下载与技术交付服务(收技术服务费,非数据销售)

暂未开放

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)

命令行下载

curl -L -o "Table_1_A Crisis-Responsive Framework for Medical Device Development Applied to the COVID-19 Pandemic.DOCX" "https://ndownloader.figshare.com/files/27000185"

文件清单

  • Table_1_A Crisis-Responsive Framework for Medical Device Development Applied to the COVID-19 Pandemic.DOCX(859.53 KB)

文件总体积 859.53 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

The disruption of conventional manufacturing, supply, and distribution channels during the COVID-19 pandemic caused widespread shortages in personal protective equipment (PPE) and other medical supplies. These shortages catalyzed local efforts to use nontraditional, rapid manufacturing to meet urgent healthcare needs. Here we present a crisis-responsive design framework designed to assist with product development under pandemic conditions. The framework emphasizes stakeholder engagement, comprehensive but efficient needs assessment, rapid manufacturing, and modified product testing to enable accelerated development of healthcare products. We contrast this framework with traditional medical device manufacturing that proceeds at a more deliberate pace, discuss strengths and weakness of pandemic-responsive fabrication, and consider relevant regulatory policies. We highlight the use of the crisis-responsive framework in a case study of face shield design and production for a large US academic hospital. Finally, we make recommendations aimed at improving future resilience to pandemics and healthcare emergencies. These include continued development of open source designs suitable for rapid manufacturing, education of maker communities and hospital administrators about rapidly-manufactured medical devices, and changes in regulatory policy that help strike a balance between quality and innovation.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fdgth.2021.617106.s001(source: https://frontiersin.figshare.com/articles/dataset/Table_1_A_Crisis-Responsive_Framework_for_Medical_Device_Development_Applied_to_the_COVID-19_Pandemic_DOCX/14262242)。

数据缺失?

依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。

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