印度城市结核病护理质量变化：两个城市的横断面标准化患者研究

数据集获取（Figshare）

• 源站标题：Variations in the quality of tuberculosis care in urban India: A cross-sectional, standardized patient study in two cities
• DOI：10.1371/journal.pmed.1002653
• 发布日期：2018-09-25
• 文件数：12 个
• 文件总体积：2.74 MB
• 源站页面：https://plos.figshare.com/articles/dataset/Variations_in_the_quality_of_tuberculosis_care_in_urban_India_A_cross-sectional_standardized_patient_study_in_two_cities/7128665

命令行下载

curl -L -o "pmed.1002653.s001.pdf" "https://ndownloader.figshare.com/files/13114928"
curl -L -o "pmed.1002653.s002.pdf" "https://ndownloader.figshare.com/files/13114934"
curl -L -o "pmed.1002653.s003.pdf" "https://ndownloader.figshare.com/files/13114937"
curl -L -o "pmed.1002653.s004.pdf" "https://ndownloader.figshare.com/files/13114940"
curl -L -o "pmed.1002653.s005.pdf" "https://ndownloader.figshare.com/files/13114946"
curl -L -o "pmed.1002653.s006.pdf" "https://ndownloader.figshare.com/files/13114949"
curl -L -o "pmed.1002653.s007.pdf" "https://ndownloader.figshare.com/files/13114955"
curl -L -o "pmed.1002653.s008.pdf" "https://ndownloader.figshare.com/files/13114958"

文件清单

• pmed.1002653.s001.pdf（399.72 KB）
• pmed.1002653.s002.pdf（132.77 KB）
• pmed.1002653.s003.pdf（156.34 KB）
• pmed.1002653.s004.pdf（215.46 KB）
• pmed.1002653.s005.pdf（124.34 KB）
• pmed.1002653.s006.pdf（176.88 KB）
• pmed.1002653.s007.pdf（154.60 KB）
• pmed.1002653.s008.pdf（100.86 KB）
• pmed.1002653.s009.pdf（166.60 KB）
• pmed.1002653.s010.pdf（140.26 KB）
• pmed.1002653.s011.pdf（816.34 KB）
• pmed.1002653.s012.pdf（160.17 KB）

文件总体积 2.74 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

Background
India has the highest burden of tuberculosis (TB). Although most patients with TB in India seek care from the private sector, there is limited evidence on quality of TB care or its correlates. Following our validation study on the standardized patient (SP) method for TB, we utilized SPs to examine quality of adult TB care among health providers with different qualifications in 2 Indian cities.
Methods and findings
During 2014–2017, pilot programs engaged the private health sector to improve TB management in Mumbai and Patna. Nested within these projects, to obtain representative, baseline measures of quality of TB care at the city level, we recruited 24 adults to be SPs. They were trained to portray 4 TB “case scenarios” representing various stages of disease and diagnostic progression. Between November 2014 and August 2015, the SPs visited representatively sampled private providers stratified by qualification: (1) allopathic providers with Bachelor of Medicine, Bachelor of Surgery (MBBS) degrees or higher and (2) non-MBBS providers with alternative medicine, minimal, or no qualifications.
Our main outcome was case-specific correct management benchmarked against the Standards for TB Care in India (STCI). Using ANOVA, we assessed variation in correct management and quality outcomes across (a) cities, (b) qualifications, and © case scenarios. Additionally, 2 micro-experiments identified sources of variation: first, quality in the presence of diagnostic test results certainty and second, provider consistency for different patients presenting the same case.
A total of 2,652 SP–provider interactions across 1,203 health facilities were analyzed. Based on our sampling strategy and after removing 50 micro-experiment interactions, 2,602 interactions were weighted for city-representative interpretation. After weighting, the 473 Patna providers receiving SPs represent 3,179 eligible providers in Patna; in Mumbai, the 730 providers represent 7,115 eligible providers. Correct management was observed in 959 out of 2,602 interactions (37%; 35% weighted; 95% CI 32%–37%), primarily from referrals and ordering chest X-rays (CXRs). Unnecessary medicines were given to

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pmed.1002653（source: https://plos.figshare.com/articles/dataset/Variations_in_the_quality_of_tuberculosis_care_in_urban_India_A_cross-sectional_standardized_patient_study_in_two_cities/7128665）。