印度结核病导致家庭灾难性支出数据分析——数据表1

印度四个轮次国家样本调查的家庭访谈数据,用于分析结核病导致的灾难性支出(超过家庭年消费20%),包含住院和门诊费用。

NIAID Data Ecosystem
浏览 16
表格catastrophic expenditurehouseholdtuberculosisnational sample surveyIndia
Data_Sheet_1_Rising_Catastrophic_Expenditure_on_Households_Due_to_Tuberculosis:_Is_India_Moving_Away_From_the_END-TB_Goal

基本信息

模态
表格
大小
0.000025637 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

印度结核病导致家庭灾难性支出数据分析——数据表1

【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 25.64 KB,主题涵盖 catastrophic expenditure、household、tuberculosis、national sample survey、India,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《Data_Sheet_1_Rising Catastrophic Expenditure on Households Due to Tuberculosis: Is India Moving Away From the END-TB Goal?.docx》。配套论文《Household Catastrophic Health Expenditure Due To Tuberculosis: Analysis From Particularly Vulnerable Tribal Group, Central India》发表于 Medical Mycology: Open Access(2016),DOI:10.21767/2471-8521.100009。源站首次发布:2021-02-15。

【数据内容】

源站原始描述:Introduction: One of the targets of the END-TB strategy is to ensure zero catastrophic expenditure on households due to TB. The information about household catastrophic expenditure is limited in India and, therefore difficult to monitor. The objective is to estimate household and catastrophic expenditure for Tuberculosis using national sample survey data. Methods: For arriving at out-of-pocket expenditure due to tuberculosis and its impact on households the study analyzed four rounds of National…

【数据结构与技术规格】

文件数 1 个,合计 25.64 KB。Data_Sheet_1_Rising Catastrophic Expenditure on Households Due to Tuberculosis: Is India Moving Away From the END-TB Goal?.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,25.64 KB。数据集 DOI:10.3389/fpubh.2021.614466.s001。

【主题与分类】

源站学科分类:Health and Community Services、Health Care Administration、Health Counselling、Health Information Systems (incl. Surveillance)、Health Promotion、Preventive Medicine。主题标签:catastrophic expenditure、household、tuberculosis、national sample survey、India。

【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/Data_Sheet_1_Rising_Catastrophic_Expenditure_on_Households_Due_to_Tuberculosis_Is_India_Moving_Away_From_the_END-TB_Goal_docx/14033795

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

规范引用:Prasad, Banuru Muralidhara; Tripathy, Jaya Prasad; Muraleedharan, V. R.; Tonsing, Jamhoih (2021). Data_Sheet_1_Rising Catastrophic Expenditure on Households Due to Tuberculosis: Is India Moving Away From the END-TB Goal?.docx. Frontiers. Dataset

【使用注意】

· 源站最后修改于 2023-05-30,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 "Data_Sheet_1_Rising Catastrophic Expenditure on Households Due to Tuberculosis: Is India Moving Away From the END-TB Goal?.docx" "https://ndownloader.figshare.com/files/26469035"

文件清单

  • Data_Sheet_1_Rising Catastrophic Expenditure on Households Due to Tuberculosis: Is India Moving Away From the END-TB Goal?.docx(25.64 KB)

文件总体积 25.64 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

Introduction: One of the targets of the END-TB strategy is to ensure zero catastrophic expenditure on households due to TB. The information about household catastrophic expenditure is limited in India and, therefore difficult to monitor. The objective is to estimate household and catastrophic expenditure for Tuberculosis using national sample survey data.
Methods: For arriving at out-of-pocket expenditure due to tuberculosis and its impact on households the study analyzed four rounds of National Sample Survey data (52nd round-1995–1996, 60th round-2004–2005, 71st round-2014–15, and 75th round 2017–2018). The household interview survey data had a recall period of 365 days for inpatient/ hospitalization and 15 days for out-patient care expenditure. Expenditure amounting to >20% of annual household consumption expenditure was termed as catastrophic.
Results: A 5-fold increase in median outpatient care cost in 75th round is observed compared to previous rounds and increase has been maximum while accessing public sector. The overall expense ratio of public v/s private is 1:3, 1:4, 1:5, and 1:5, respectively across four rounds for hospitalization. The prevalence of catastrophic expenditure due to hospitalization increased from 16.5% (52nd round) to 43% (71st round), followed by a decline to 18% in the recent 75th round.
Conclusion: Despite free diagnostic and treatment services offered under the national program, households are exposed to catastrophic financial expenditure due to tuberculosis. We strongly advocate for risk protection mechanisms such as cash transfer or health insurance schemes targeting the patients of tuberculosis, especially among the poor.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fpubh.2021.614466.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Rising_Catastrophic_Expenditure_on_Households_Due_to_Tuberculosis_Is_India_Moving_Away_From_the_END-TB_Goal_docx/14033795)。

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