疟疾治疗寻求行为调查
疟疾治疗寻求行为调查数据集,涵盖被动病例监测和家庭调查中的KAP、诊断及用药信息。

基本信息
资源简介
疟疾治疗寻求行为调查
【数据集背景】
本数据集源站标题为《Malaria treatment seeking behavior survey.》。配套论文《Malaria diagnosis in rural healthcare facilities and treatment-seeking behavior in malaria endemic settings in western Kenya》发表于 PLOS Global Public Health(2023),DOI:10.1371/journal.pgph.0001532。源站首次发布:2023-07-20。
【数据内容】
源站原始描述:Accurate malaria diagnosis and timely treatment are requirements for effective management of the disease. However, treatment efficacy may be significantly reduced in resource-constrained healthcare facilities with poorly equipped laboratories and frequent drug and rapid diagnostic test kit (RDT) stock-outs. Furthermore, patient may avoid seeking treatment from such facilities. The study’s goal was to determine treatment-seeking behavior, malaria diagnosis and treatment quality, and likely treatm…
【数据结构与技术规格】
文件数 1 个,合计 24.66 KB。pgph.0001532.s002.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,24.66 KB。数据集 DOI:10.1371/journal.pgph.0001532.s002。
【主题与分类】
源站学科分类:Medicine、Biotechnology、Cancer、Infectious Diseases、Virology、Computational Biology。主题标签:study &# 8217、seven dispensaries lacked、poorly equipped laboratories、pay hospital bills、passive case detection、97 &# 8211、74 &# 8211、antimalarial drug availability、suspected malaria cases、monthly malaria cases。
【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/Malaria_treatment_seeking_behavior_survey_/23718120
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Omondi, Collince J.; Odongo, David; Otambo, Wilfred O.; Ochwedo, Kevin O.; Otieno, Antony; Lee, Ming-Chieh; et al. (2023). Malaria treatment seeking behavior survey.. PLOS Global Public Health. Dataset
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:Malaria treatment seeking behavior survey.
- DOI:10.1371/journal.pgph.0001532.s002
- 发布日期:2023-07-20
- 文件数:1 个
- 文件总体积:24.66 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Malaria_treatment_seeking_behavior_survey_/23718120
命令行下载
curl -L -o "pgph.0001532.s002.xlsx" "https://ndownloader.figshare.com/files/41641599"
文件清单
pgph.0001532.s002.xlsx(24.66 KB)
文件总体积 24.66 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
Accurate malaria diagnosis and timely treatment are requirements for effective management of the disease. However, treatment efficacy may be significantly reduced in resource-constrained healthcare facilities with poorly equipped laboratories and frequent drug and rapid diagnostic test kit (RDT) stock-outs. Furthermore, patient may avoid seeking treatment from such facilities. The study’s goal was to determine treatment-seeking behavior, malaria diagnosis and treatment quality, and likely treatment-seeking determinants in the local population. Passive case detection, which targeted all patients with suspected malaria cases, was conducted in ten public healthcare facilities over a three-month period. Monthly malaria cases, methods of diagnosis and antimalarial drug availability were assessed. A household-based survey was also carried out. Structured questionnaires were used to collect knowledge, attitude and practice (KAP) data from household heads. Malaria knowledge, treatment seeking behavior, and predictors of malaria treatment-seeking were all determined. Three of the seven dispensaries lacked a laboratory to conduct microscopy- diagnosis. These three dispensaries also experienced frequent RDT stock-outs, which resulted in depending on clinical signs as diagnosis for malaria. The majority of local residents with fever (50.3%) purchased antimalarial drugs from a chemist. About 37% of fever patients sought treatment at healthcare facility while the remaining 12.7% did not treat their fevers. In irrigated areas, 45.5% (46/64) of fever patients sought treatment at healthcare facilities, compared to 25% (18/64) in non-irrigated areas (p = 0.009). Most children aged below 5 who had fever (77.7%) were taken to healthcare facility for treatment compared to 31.4% of children aged 5–14 years or 20.9% of adults (0.0001). Predictors of treatment seeking included access to healthcare facility (OR = 16.23, 95% CI: 2.74–96.12), and ability to pay hospital bills (OR = 10.6, 95% CI: 1.97–57). Other factors that influenced health-seeking behavior included the severity of symptoms, the age of the patient and knowledge of malaria symptoms.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pgph.0001532.s002(source: https://plos.figshare.com/articles/dataset/Malaria_treatment_seeking_behavior_survey_/23718120)。
数据缺失?
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