初级保健医生对常见感染症状决策趋势
2018-2022年以色列初级保健医生对发热/咳嗽患者的决策趋势数据,包括转诊和处方,共60万次就诊。

基本信息
资源简介
初级保健医生对常见感染症状决策趋势
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 2 个文件、合计 54.53 KB,主题涵盖 Primary care physicians、clinical decision-making、common infectious complaints、COVID-19 pandemic、uncertainty conditions,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《Trends in decision-making by primary care physicians regarding common infectious complaints》。配套论文《Trends in decision-making by primary care physicians regarding common infectious complaints》发表于 Infectious Diseases(2024),DOI:10.1080/23744235.2024.2344795。源站首次发布:2024-04-22。
【数据内容】
源站原始描述:Primary care physicians played an important role in the global response during the COVID-19 pandemic, but with the absence of laboratory and diagnostics services, the move to telehealth and the focus on respiratory assessment, they faced increased uncertainty when making clinical decisions. This paper aims to examine the impact of the pandemic on decisions made by primary care physicians, as measured by referrals to chest X-ray and laboratory tests and by prescriptions of antibiotics. We conduct…
【数据结构与技术规格】
文件数 2 个,合计 54.53 KB。infd_a_2344795_sm4337.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,30.69 KB。infd_a_2344795_sm4332.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,23.85 KB。数据集 DOI:10.6084/m9.figshare.25665118.v1。
【主题与分类】
源站学科分类:Medicine、Neuroscience、Biotechnology、Sociology、Developmental Biology、Cancer。主题标签:Primary care physicians、clinical decision-making、common infectious complaints、COVID-19 pandemic、uncertainty conditions。
【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://tandf.figshare.com/articles/dataset/Trends_in_decision-making_by_primary_care_physicians_regarding_common_infectious_complaints/25665118
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Trends in decision-making by primary care physicians regarding common infectious complaints. Taylor & Francis. Reiner-Benaim, Anat; Amar, Shimon
【使用注意】
· 源站最后修改于 2024-12-18,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:Trends in decision-making by primary care physicians regarding common infectious complaints
- DOI:10.6084/m9.figshare.25665118.v1
- 发布日期:2024-04-22
- 文件数:2 个
- 文件总体积:54.53 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Trends_in_decision-making_by_primary_care_physicians_regarding_common_infectious_complaints/25665118
命令行下载
curl -L -o "infd_a_2344795_sm4337.xlsx" "https://ndownloader.figshare.com/files/45788899"
curl -L -o "infd_a_2344795_sm4332.xlsx" "https://ndownloader.figshare.com/files/45788902"
文件清单
infd_a_2344795_sm4337.xlsx(30.69 KB)infd_a_2344795_sm4332.xlsx(23.85 KB)
文件总体积 54.53 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
Primary care physicians played an important role in the global response during the COVID-19 pandemic, but with the absence of laboratory and diagnostics services, the move to telehealth and the focus on respiratory assessment, they faced increased uncertainty when making clinical decisions.
This paper aims to examine the impact of the pandemic on decisions made by primary care physicians, as measured by referrals to chest X-ray and laboratory tests and by prescriptions of antibiotics.
We conducted a retrospective study of all visits recorded with fever or cough, presenting to 209 community clinics in Southern Israel during the years 2018–2022. We describe changes in outcome rates across time and use multivariate generalised linear mixed effects model to compare the odds of referrals and prescriptions between periods, while accounting for gender, age, clinic sector, visit type, diagnosis, and season.
In total, 609,823 visits to primary care physicians complied with the cohort definitions. Social restrictions were associated with a decline in all measured outcomes for primary care physician decisions, most prominently among ages 20-59, for throat culture referral during the first lockdown (OR = 0.46) and for cephalosporine prescription during the second lockdown (OR = 0.55). This trend persisted following the cancellation of the restrictions.
Despite higher uncertainty during the COVID-19 social restrictions, the overall course of clinical decision-making processes was maintained, and was associated with a reduction in the use of auxiliary resources, which can improve the quality of patient care by lowering costs and supporting prevention of future antibiotics resistance.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.25665118.v1(source: https://tandf.figshare.com/articles/dataset/Trends_in_decision-making_by_primary_care_physicians_regarding_common_infectious_complaints/25665118)。
数据缺失?
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