马拉维新生儿气泡CPAP使用评估与定性分析
包含马拉维新生儿CPAP使用相关的医疗机构评估数据和卫生工作者定性访谈数据,用于分析实施障碍与促进因素。

基本信息
资源简介
马拉维新生儿气泡CPAP使用评估与定性分析
【数据集背景】
本数据集源站标题为《Facility assessment and qualitative analysis of health worker perspectives on the use of bubble continuous positive airway pressure for neonatal health in Malawi》。配套论文《Facility assessment and qualitative analysis of health worker perspectives on neonatal health in Malawi》发表于 BMC Research Notes(2021),DOI:10.1186/s13104-021-05679-5。项目资助方:This research was collected as part of the “Integrating a neonatal healthcare package for Malawi” (IMCHA #108030), part of the Innovating for Maternal and Child Health in Africa (IMCHA) initiative funded by the Canadian International Development Research Centre (IDRC) in partnership with Global Affairs Canada (GAC) and the Canadian Institutes for Health Research (CIHR).。源站首次发布:2020-06-02。
【数据内容】
源站原始描述:Summary This dataset consists of one .xlsx, one .docx and one .csv file relating to the “Integrating a neonatal healthcare package for Malawi” project. This project is conducting mixed-methods to understand capacity of quality newborn care and implementation factors for the scale-up of newborn health innovations at health facilities in Malawi. The data are the outputs of a facility assessment tool called the Integrated Maternal, Neonatal and Child Quality of Care Assessment and Improvement Tool…
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【数据结构与技术规格】
文件数 3 个,合计 184.19 KB。Qualitative dataset.csv:text/plain,100.54 KB。Facility assessment.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,44.63 KB。Detailed description of methodology.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,39.02 KB。数据集 DOI:10.6084/m9.figshare.12380480.v1。
【主题与分类】
源站学科分类:Health Care、Health Care Administration、Respiratory Diseases。主题标签:survey data、qualitative data、quantitative data、Malawi、newborn、neonatal、healthcare facility、world Health Organization、Integrated Maternal, Neonatal and Child Quality of Care Assessment and Improvement Tool、continuous positive airway pressure。
【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://springernature.figshare.com/articles/dataset/Facility_assessment_and_qualitative_analysis_of_health_worker_perspectives_on_the_use_of_bubble_continuous_positive_airway_pressure_for_neonatal_health_in_Malawi/12380480
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Kinshella, Mai-Lei Woo; Nyondo-Mipando, Alinane Linda; Dube, Queen; Goldfarb, David; Kawaza, Kondwani (2020). Facility assessment and qualitative analysis of health worker perspectives on the use of bubble continuous positive airway pressure for neonatal health in Malawi. figshare. 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。
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。
免登录有偿下载
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)
- 源站标题:Facility assessment and qualitative analysis of health worker perspectives on the use of bubble continuous positive airway pressure for neonatal health in Malawi
- DOI:10.6084/m9.figshare.12380480.v1
- 发布日期:2020-06-02
- 文件数:3 个
- 文件总体积:184.19 KB
- 源站页面:https://springernature.figshare.com/articles/dataset/Facility_assessment_and_qualitative_analysis_of_health_worker_perspectives_on_the_use_of_bubble_continuous_positive_airway_pressure_for_neonatal_health_in_Malawi/12380480
命令行下载
curl -L -o "Qualitative dataset.csv" "https://ndownloader.figshare.com/files/22814450"
curl -L -o "Facility assessment.xlsx" "https://ndownloader.figshare.com/files/22814447"
curl -L -o "Detailed description of methodology.docx" "https://ndownloader.figshare.com/files/24702287"
文件清单
Qualitative dataset.csv(100.54 KB)Facility assessment.xlsx(44.63 KB)Detailed description of methodology.docx(39.02 KB)
文件总体积 184.19 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
Summary
This dataset consists of one .xlsx, one .docx and one .csv file relating to the “Integrating a neonatal healthcare package for Malawi” project. This project is conducting mixed-methods to understand capacity of quality newborn care and implementation factors for the scale-up of newborn health innovations at health facilities in Malawi. The data are the outputs of a facility assessment tool called the Integrated Maternal, Neonatal and Child Quality of Care Assessment and Improvement Tool (version April 2014) is a standardized facility assessment tool developed by the World Health Organization (WHO) that examines both quality of care as well as quantity and availability. Modules related to neonatal care were used in delivery of the facility survey in four health facilities including three district-level hospitals (two government district hospitals and one private mission hospital)and one primary health centre in southern Malawi in November 2017.
These data could be used by other researchers to understand barriers and facilitators to implementing innovative technologies in resource constrained settings and as a baseline for the scale up of neonatal care packages in Malawi.
Data description
-
Facility assessment.xlsx contains the survey outputs of the Integrated Maternal, Neonatal and Child Quality of Care Assessment and Improvement Tool. Variables assessed included infrastructure, ward layout, organisation of care including staffing, emergency care, in patient care, infection control and supportive care, essential drugs, equipment and supplies, case management, and monitoring and follow up. Dimensions of the dataset are by facility, which will be described by type and linked with the qualitative dataset by number of health facility.
-
Qualitative dataset.csv contains health worker perspectives on barriers and facilitators to implementation of bubble continuous positive airway pressure (CPAP) and includes the following variables: training, initiation, monitoring, perceptions of health care workers, perceptions of mothers and guardians, daily living activities for neonates, infrastructure and supplies. Dimensions of the dataset are by facility type and heal
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.12380480.v1(source: https://springernature.figshare.com/articles/dataset/Facility_assessment_and_qualitative_analysis_of_health_worker_perspectives_on_the_use_of_bubble_continuous_positive_airway_pressure_for_neonatal_health_in_Malawi/12380480)。
数据缺失?
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