南非夸祖鲁-纳塔尔省耐多药结核病患者:5种护理模式的成本效益

包含1038名耐多药结核病患者的成本效益观测数据,涵盖5种护理模式,75%合并HIV感染。

Figshare
2018-04-19 更新
浏览 13
表格MDR-TBpropensity score weightscare Background South Africatreatment success rates5 modelsICER
MDR-TB patients in KwaZulu-Natal, South Africa: Cost-effectiveness of 5 models of care

基本信息

模态
表格
大小
0.00014792 GB
许可
CC BY 4.0
创建/更新时间
2018-04-19
版本
v1

资源简介

南非夸祖鲁-纳塔尔省耐多药结核病患者:5种护理模式的成本效益

【数据集背景】

本数据集源站标题为《MDR-TB patients in KwaZulu-Natal, South Africa: Cost-effectiveness of 5 models of care》。配套论文《MDR-TB patients in KwaZulu-Natal, South Africa: Cost-effectiveness of 5 models of care》发表于 PLOS ONE(2018),DOI:10.1371/journal.pone.0196003。源站首次发布:2018-04-18。

【数据内容】

源站原始描述:Background South Africa has a high burden of MDR-TB, and to provide accessible treatment the government has introduced different models of care. We report the most cost-effective model after comparing cost per patient successfully treated across 5 models of care: centralized hospital, district hospitals (2), and community-based care through clinics or mobile injection teams. Methods In an observational study five cohorts were followed prospectively. The cost analysis adopted a provider perspecti…

【数据结构与技术规格】

文件数 5 个,合计 147.92 KB。S1 Table.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,12.83 KB。S2 Table.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,15.51 KB。S3 Table.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,14.03 KB。数据集 DOI:10.1371/journal.pone.0196003。

【主题与分类】

源站学科分类:Biotechnology、Ecology、Cancer、Science Policy、Infectious Diseases。主题标签:MDR-TB、propensity score weights、care Background South Africa、treatment success rates、5 models、ICER。

【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://plos.figshare.com/articles/dataset/MDR-TB_patients_in_KwaZulu-Natal_South_Africa_Cost-effectiveness_of_5_models_of_care/6156359

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

规范引用:Loveday, Marian; Wallengren, Kristina; Reddy, Tarylee; Besada, Donela; C. M. Brust, James; Voce, Anna; et al. (2018). MDR-TB patients in KwaZulu-Natal, South Africa: Cost-effectiveness of 5 models of care. PLOS ONE. 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。

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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 "S1 Table.docx" "https://ndownloader.figshare.com/files/11134640"
curl -L -o "S2 Table.docx" "https://ndownloader.figshare.com/files/11134643"
curl -L -o "S3 Table.docx" "https://ndownloader.figshare.com/files/11134646"
curl -L -o "S1 Appendix.docx" "https://ndownloader.figshare.com/files/11134652"
curl -L -o "S2 Appendix.docx" "https://ndownloader.figshare.com/files/11134655"

文件清单

  • S1 Table.docx(12.83 KB)
  • S2 Table.docx(15.51 KB)
  • S3 Table.docx(14.03 KB)
  • S1 Appendix.docx(81.10 KB)
  • S2 Appendix.docx(24.45 KB)

文件总体积 147.92 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

Background
South Africa has a high burden of MDR-TB, and to provide accessible treatment the government has introduced different models of care. We report the most cost-effective model after comparing cost per patient successfully treated across 5 models of care: centralized hospital, district hospitals (2), and community-based care through clinics or mobile injection teams.
Methods
In an observational study five cohorts were followed prospectively. The cost analysis adopted a provider perspective and economic cost per patient successfully treated was calculated based on country protocols and length of treatment per patient per model of care. Logistic regression was used to calculate propensity score weights, to compare pairs of treatment groups, whilst adjusting for baseline imbalances between groups. Propensity score weighted costs and treatment success rates were used in the ICER analysis. Sensitivity analysis focused on varying treatment success and length of hospitalization within each model.
Results
In 1,038 MDR-TB patients 75% were HIV-infected and 56% were successfully treated. The cost per successfully treated patient was 3 to 4.5 times lower in the community-based models with no hospitalization. Overall, the Mobile model was the most cost-effective.
Conclusion
Reducing the length of hospitalization and following community-based models of care improves the affordability of MDR-TB treatment without compromising its effectiveness.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0196003(source: https://plos.figshare.com/articles/dataset/MDR-TB_patients_in_KwaZulu-Natal_South_Africa_Cost-effectiveness_of_5_models_of_care/6156359)。

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⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

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