脂肿筛查问卷及筛查模型开发数据集

包含109名女性患者的脂肿筛查问卷应答数据,用于构建高准确率的预测模型。

Figshare
2020-03-01 更新
浏览 25
表格questionnaireslipedemaobesitylymphedema
Development of a questionnaire and screening model for lipedema

基本信息

模态
表格
大小
0.001416833 GB
许可
CC BY 4.0
创建/更新时间
2020-03-01
版本
v1

资源简介

脂肿筛查问卷及筛查模型开发数据集

【数据集背景】

本数据集源站标题为《Development of a questionnaire and screening model for lipedema》。源站首次发布:2021-03-24。

【数据内容】

源站原始描述:Abstract Background Lipedema is greatly underdiagnosed and there is a lack of low-cost tools to facilitate diagnostic. We created a lipedema screening questionnaire based on a questionnaire for assessing symptoms. Objectives The study objectives were to identify relevant clinical questions, develop a screening questionnaire, and construct a model for predicting lipedema. Method A simplified questionnaire was constructed and administered to a sample of patients with and without lipedema and then…

【数据结构与技术规格】

文件数 5 个,合计 1.42 MB。数据集 DOI:10.6084/m9.figshare.14286347.v1。

【主题与分类】

源站学科分类:Cardiology、Surgery。主题标签:questionnaires、lipedema、obesity、lymphedema。

【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/Development_of_a_questionnaire_and_screening_model_for_lipedema/14286347

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

规范引用:Amato, Alexandre Campos Moraes; Amato, Fernando Campos Moraes; Benitti, Daniel Augusto; Amato, Lorena Guimarães Lima (2020). Development of a questionnaire and screening model for lipedema. SciELO journals. Dataset

【使用注意】

· 源站最后修改于 2023-06-01,引用时请注意版本时效。

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

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。

帮我联系

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

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 "1677-5449-jvb-19-e20200114-gf01-en.jpg" "https://ndownloader.figshare.com/files/27146618"
curl -L -o "1677-5449-jvb-19-e20200114-gf02-en.jpg" "https://ndownloader.figshare.com/files/27146624"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/27146630"
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/27146633"
curl -L -o "Table_3.xls" "https://ndownloader.figshare.com/files/27146636"

文件清单

  • 1677-5449-jvb-19-e20200114-gf01-en.jpg(721.30 KB)
  • 1677-5449-jvb-19-e20200114-gf02-en.jpg(670.44 KB)
  • Table_1.xls(13.82 KB)
  • Table_2.xls(5.63 KB)
  • Table_3.xls(5.63 KB)

文件总体积 1.42 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

Abstract Background Lipedema is greatly underdiagnosed and there is a lack of low-cost tools to facilitate diagnostic. We created a lipedema screening questionnaire based on a questionnaire for assessing symptoms. Objectives The study objectives were to identify relevant clinical questions, develop a screening questionnaire, and construct a model for predicting lipedema. Method A simplified questionnaire was constructed and administered to a sample of patients with and without lipedema and then the probability of correct diagnosis was analyzed. Results All 109 patients who answered the questionnaire were female and all of them understood the questions. A predictive model using individual question scores achieved an excellent probability of correct diagnosis, at 91.2%, and a predictive model based on total score also achieved a good probability of correct diagnosis, at 86.15%. Conclusions The lipedema screening questionnaire is a practical instrument that is quick and easy to administer and can be used with our population for identification of possible lipedema patients, raising the level of suspicion when taking a patient’s history and conducting a physical examination.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.14286347.v1(source: https://scielo.figshare.com/articles/dataset/Development_of_a_questionnaire_and_screening_model_for_lipedema/14286347)。

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。

⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

获取专属数据定制方案