PANDA II试点研究数据
PANDA II试点研究数据,评估中国心衰住院患者流感疫苗接种策略的可行性,包含接种率、再住院和死亡率等结果。

基本信息
资源简介
PANDA II试点研究数据
【数据集背景】
本数据集源站标题为《Data of PANDA II pilot study.》。源站首次发布:2023-06-16。
【数据内容】
源站原始描述:Uncertainties about the efficacy of influenza vaccination for populations with heart failure (HF) in preventing cardiovascular outcomes, as well as lack of effective vaccination strategies, may contribute to low vaccine coverage rate (VCR) in China and globally. We assessed the feasibility of a strategy to promote influenza vaccines in patients hospitalized with acute HF in China and to inform the design of a hybrid effectiveness-implementation cluster randomized trial to evaluate this strategy…
【数据结构与技术规格】
文件数 1 个,合计 87.81 KB。pgph.0001947.s003.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,87.81 KB。数据集 DOI:10.1371/journal.pgph.0001947.s003。
【主题与分类】
源站学科分类:Medicine、Biotechnology、Immunology、Biological Sciences not elsewhere classified、Cancer、Science Policy。主题标签:xlink "> uncertainties、policy makers ).、51 key informants、preventing cardiovascular outcomes、implementation outcomes focused、cluster randomized trial、promote influenza vaccines、local hospital workflow、effective vaccination strategies、1 &# 8211。
【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/Data_of_PANDA_II_pilot_study_/23533898
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Liu, Rong; Du, Xin; Patel, Anushka; Di Tanna, Gian Luca; Zhao, Yangyang; Wang, Zhiyan; et al. (2023). Data of PANDA II pilot study.. 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:Data of PANDA II pilot study.
- DOI:10.1371/journal.pgph.0001947.s003
- 发布日期:2023-06-16
- 文件数:1 个
- 文件总体积:87.81 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Data_of_PANDA_II_pilot_study_/23533898
命令行下载
curl -L -o "pgph.0001947.s003.xlsx" "https://ndownloader.figshare.com/files/41272133"
文件清单
pgph.0001947.s003.xlsx(87.81 KB)
文件总体积 87.81 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
Uncertainties about the efficacy of influenza vaccination for populations with heart failure (HF) in preventing cardiovascular outcomes, as well as lack of effective vaccination strategies, may contribute to low vaccine coverage rate (VCR) in China and globally. We assessed the feasibility of a strategy to promote influenza vaccines in patients hospitalized with acute HF in China and to inform the design of a hybrid effectiveness-implementation cluster randomized trial to evaluate this strategy on mortality and hospital re-admission. We conducted a cluster randomized pilot trial involving 11 hospitals in Henan Province in China, with mixed-methods evaluation between December 2020 and April 2021. A process evaluation involved interviews with 51 key informants (patients, health professionals, policy makers). The intervention included education about influenza vaccination and availability of free vaccines administered prior to hospital discharge for HF patients, while usual care included attending community-based points of vaccination (PoV) for screening and vaccination. Implementation outcomes focused on reach, fidelity, adoption, and acceptability. Recruitment rates were assessed for trial feasibility. Effectiveness outcomes were influenza VCR, HF-specific rehospitalizations and mortality at 90 days. A total of 518 HF patients were recruited from 7 intervention and 4 usual care hospitals (mean of 45 participants per hospital per month). VCR was 89.9% (311/346, 86.1–92.8%) in the intervention group and 0.6% (1/172, 0.0–3.7%) in the control group. The process evaluation demonstrated reach to patients with lower socioeconomic and education status. There was good fidelity of the intervention components, with education and PoV set up processes being adapted to local hospital workflow and workforce capacity. Intervention was acceptable and adopted by patients and health professionals. However, outside of a trial setting, concerns were raised around vaccination reimbursement costs, workforce accountability and capacity. The intervention strategy appears feasible and acceptable for improving VCR in HF patients at county-level hospitals in China.
Trial registration: This
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pgph.0001947.s003(source: https://plos.figshare.com/articles/dataset/Data_of_PANDA_II_pilot_study_/23533898)。
数据缺失?
依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。
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