使用石川图进行病例对照分析评估弥漫性板层角膜炎爆发的原因

包含2007年DLK爆发的病例对照数据,使用石川图和逻辑回归分析风险因素。

SciELO journalsSciELO journals
DataCite Commons
2020-08-31 更新
浏览 13
表格Keratitis/epidemiologyKeratomileusislaser in situCorneal injuryRefractive surgical procedureCornea
Use of the Ishikawa diagram in a case-control analysis to assess the causes of a diffuse lamellar keratitis outbreak

基本信息

模态
表格
大小
0.000449326 GB
许可
CC BY 4.0
创建/更新时间
2020-08-31
版本
v1

资源简介

使用石川图进行病例对照分析评估弥漫性板层角膜炎爆发的原因

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 3 个文件、合计 449.33 KB,主题涵盖 Keratitis/epidemiology、Keratomileusis, laser in situ、Corneal injury、Refractive surgical procedure、Cornea,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《Use of the Ishikawa diagram in a case-control analysis to assess the causes of a diffuse lamellar keratitis outbreak》。源站首次发布:2017-12-05。

【数据内容】

源站原始描述:ABSTRACT Purpose: To identify the causes of a diffuse lamellar keratitis (DLK) outbreak using a systematic search tool in a case-control analysis. Methods: An Ishikawa diagram was used to guide physicians to determine the potential risk factors involved in this outbreak. Coherence between the occurrences and each possible cause listed in the diagram was verified, and the total number of eyes at risk was used to calculate the proportion of affected eyes. Multivariate analysis was performed using…

【数据结构与技术规格】

文件数 3 个,合计 449.33 KB。数据集 DOI:10.6084/m9.figshare.5666359.v1。

【主题与分类】

源站学科分类:Ophthalmology。主题标签:Keratitis/epidemiology、Keratomileusis, laser in situ、Corneal injury、Refractive surgical procedure、Cornea。

【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/Use_of_the_Ishikawa_diagram_in_a_case-control_analysis_to_assess_the_causes_of_a_diffuse_lamellar_keratitis_outbreak/5666359

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

规范引用:Lira, Luis Henrique; Hirai, Flávio E.; Oliveira, Marivaldo; Portellinha, Waldir; Nakano, Eliane Mayumi (2017). Use of the Ishikawa diagram in a case-control analysis to assess the causes of a diffuse lamellar keratitis outbreak. SciELO journals. Dataset

【使用注意】

· 源站最后修改于 2023-05-31,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 "0004-2749-abo-80-05-0281-gf01.jpg" "https://ndownloader.figshare.com/files/9889351"
curl -L -o "0004-2749-abo-80-05-0281-gf02.jpg" "https://ndownloader.figshare.com/files/9889357"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/9889363"

文件清单

  • 0004-2749-abo-80-05-0281-gf01.jpg(266.77 KB)
  • 0004-2749-abo-80-05-0281-gf02.jpg(172.82 KB)
  • Table_1.xls(9.73 KB)

文件总体积 449.33 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

ABSTRACT Purpose: To identify the causes of a diffuse lamellar keratitis (DLK) outbreak using a systematic search tool in a case-control analysis. Methods: An Ishikawa diagram was used to guide physicians to determine the potential risk factors involved in this outbreak. Coherence between the occurrences and each possible cause listed in the diagram was verified, and the total number of eyes at risk was used to calculate the proportion of affected eyes. Multivariate analysis was performed using logistic regression to determine the independent effect of the risk factors, after controlling for confounders and test interactions. Results: All DLK cases were reported in 2007 between June 13 and December 21; during this period, 3,698 procedures were performed. Of the 1,682 flap-related procedures, 204 eyes of 141 individuals presented with DLK. No direct relationship was observed between the occurrence of DLK and the presence of any specific factors; however, flap-lifting enhancements, procedures performed during the morning shift, and non-use of therapeutic contact lenses after the surgery were significantly related to higher occurrence percentages of this condition. Conclusions: The Ishikawa diagram, like most quality tools, is a visualization and knowledge organization tool. This systematization allowed the investigators to thoroughly assess all the possible causes of DLK outbreak. A clear view of the entire surgical logistics permitted even more rigid management of the main factors involved in the process and, as a result, highlighted factors that deserved attention. The case-control analysis on every factor raised by the Ishikawa diagram indicated that the commonly suspected factors such as biofilm contamination of the water reservoir in autoclaves, the air-conditioning filter system, glove powder, microkeratome motor oil, and gentian violet markers were not related to the outbreak.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.5666359.v1(source: https://scielo.figshare.com/articles/dataset/Use_of_the_Ishikawa_diagram_in_a_case-control_analysis_to_assess_the_causes_of_a_diffuse_lamellar_keratitis_outbreak/5666359)。

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