药店提供的糖尿病服务

评估尼泊尔波卡拉市药店提供糖尿病和高血压服务的准备程度与质量的调查数据集。

NIAID Data Ecosystem
浏览 16
表格trained human resourcestrengthened regulatory oversightstatistically significant differencesstandardized clinical protocolspokhara metropolitan cityfirst contact pointsgrowing urban populationadapted tool assessedprovide basic servicesready &# 8217essential health care352 private pharmacies
Diabetes services provided by pharmacies.

基本信息

模态
表格
大小
0.000005632 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

药店提供的糖尿病服务

【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 5.63 KB,主题涵盖 trained human resource、strengthened regulatory oversight、statistically significant differences、standardized clinical protocols、pokhara metropolitan city,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《Diabetes services provided by pharmacies.》。配套论文《A quantitative assessment of current practice in diabetes and hypertension services in pharmacies in urban Nepal》发表于 PLOS One(2025),DOI:10.1371/journal.pone.0328827。源站首次发布:2025-07-18。

【数据内容】

源站原始描述:Background Community pharmacies are one of the first contact points for essential health care in Nepal particularly for those living in cities with limited access to primary care. With increasing prevalence of non-communicable diseases there is increasing recognition that pharmacies should be competent and well-equipped to provide basic services for clients with common NCDs. This paper aims to assess the hypertension and diabetes services delivered by pharmacies and their readiness to deliver qu…

【数据结构与技术规格】

文件数 1 个,合计 5.63 KB。Table 5.xls:application/vnd.ms-excel,5.63 KB。数据集 DOI:10.1371/journal.pone.0328827.t005。

【主题与分类】

源站学科分类:Molecular Biology、Biotechnology、Biological Sciences not elsewhere classified、Information Systems not elsewhere classified、Cancer、Virology。主题标签:trained human resource、strengthened regulatory oversight、statistically significant differences、standardized clinical protocols、pokhara metropolitan city、first contact points、growing urban population、adapted tool assessed、provide basic services、ready &# 8217。

【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/Diabetes_services_provided_by_pharmacies_/29601712

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

规范引用:Shrestha, Grishu; Joshi, Deepak; Sapkota, Parash Mani; Kakchapati, Sampurna; Dawkins, Bryony; Elsey, Helen; et al. (2025). Diabetes services provided by pharmacies.. PLOS ONE. Dataset

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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 "Table 5.xls" "https://ndownloader.figshare.com/files/56385502"

文件清单

  • Table 5.xls(5.63 KB)

文件总体积 5.63 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
Community pharmacies are one of the first contact points for essential health care in Nepal particularly for those living in cities with limited access to primary care. With increasing prevalence of non-communicable diseases there is increasing recognition that pharmacies should be competent and well-equipped to provide basic services for clients with common NCDs. This paper aims to assess the hypertension and diabetes services delivered by pharmacies and their readiness to deliver quality services in Pokhara Metropolitan City (PMC).
Methods
We identified all pharmacies providing hypertension and diabetes services in the 33 wards of PMC and gained their consent to complete an adapted version of World Health Organization’s Service Availability and Readiness Assessment (SARA) and National Health Facility Survey 2015. The adapted tool assessed the characteristics, extent and quality of diabetes and hypertension services provided within the pharmacies. Readiness to deliver hypertension services was assessed across two domains: i) trained human resource and guidelines and ii) available drugs and supplies; with the addition domain of iii) diagnostics for diabetes. Data analysis was conducted using R studio (version 4.3.0).
Results
A total of 352 private pharmacies were identified in PMC, 94% of which were registered. The main provider of services was a pharmacist with a paramedic background (37%). While all pharmacies were providing provisional, definitive diagnosis and treatment for diabetes and hypertension, few were categorized as ‘ready’ to deliver appropriate and quality diabetes or hypertension services, with a mean readiness score of 30.7 for diabetes and 32.1 for hypertension. The average score was highest for the essential equipment and supplies domain for diabetes whereas for hypertension services it was comparatively lower. There were no statistically significant differences in service readiness for both diabetes and hypertension between pharmacies with and without paramedics.
Conclusion
In urban areas, private pharmacies are involved in the management of non-communicable diseases particularly diabetes and hypertension, but they are poorly resour

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0328827.t005(source: https://plos.figshare.com/articles/dataset/Diabetes_services_provided_by_pharmacies_/29601712)。

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