患者与就诊特征数据集

基于以色列南部初级保健诊所就诊记录,包含发热/咳嗽诊断、实验室检查、胸片和抗生素处方依从性等表格数据,用于分析新冠疫情对患者依从性的影响。

Figshare
2026-03-19 更新
浏览 41
表格referred laboratory testscomplete blood countthroat cultures surpassedcomplex medical realityacquired infectious diseasesoptimizing antibiotics useused multivariate modelingglobal pandemic createsamong older patientsprescribed antibiotics droppedimproving patient outcomespatient adherence outcomes
Patient and visit characteristics.

基本信息

模态
表格
大小
0.000009728 GB
许可
CC BY 4.0
创建/更新时间
2026-03-19
版本
v1

资源简介

患者与就诊特征数据集

【数据集背景】

本数据集源站标题为《Patient and visit characteristics.》。源站首次发布:2026-03-19。

【数据内容】

源站原始描述:Introduction Patient non-adherence to medical recommendations is associated with significant economic and health consequences, particularly in chronic diseases. While less studied, similar implications are also observed for short-term antibiotic treatment non-adherence. A global pandemic creates a complex medical reality with the potential to impact patient adherence, and it is of interest to investigate its effect on patient adherence regarding common community-acquired infectious diseases. Thi…

【数据结构与技术规格】

文件数 1 个,合计 9.73 KB。Table 1.xls:application/vnd.ms-excel,9.73 KB。数据集 DOI:10.1371/journal.pone.0345375.t001。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Sociology、Cancer、Infectious Diseases。主题标签:referred laboratory tests、complete blood count、throat cultures surpassed、complex medical reality、acquired infectious diseases、optimizing antibiotics use、used multivariate modeling、global pandemic creates、among older patients、prescribed antibiotics dropped。

【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/_p_Patient_and_visit_characteristics_p_/31815892

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

规范引用:Reiner-Benaim, Anat; Amar, Shimon (2026). Patient and visit characteristics.. PLOS ONE. Dataset

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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。

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)

命令行下载

curl -L -o "Table 1.xls" "https://ndownloader.figshare.com/files/62958106"

文件清单

  • Table 1.xls(9.73 KB)

文件总体积 9.73 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

Introduction
Patient non-adherence to medical recommendations is associated with significant economic and health consequences, particularly in chronic diseases. While less studied, similar implications are also observed for short-term antibiotic treatment non-adherence. A global pandemic creates a complex medical reality with the potential to impact patient adherence, and it is of interest to investigate its effect on patient adherence regarding common community-acquired infectious diseases. This study focused on primary care clinic visits with a diagnosis of fever or cough and followed the performance of referred laboratory tests and chest X-rays and the purchase of prescribed antibiotics, as adherence outcomes.
Methods
A comprehensive and unique dataset of clinic visits in Southern Israel was used to assess the impact of the pandemic on patient adherence outcomes. We compared the outcomes between the pandemic period and the preceding and succeeding periods and used multivariate modeling to study the impact of the pandemic period on adherence, subject to patient and visit characteristics.
Results
In total, 609,823 visits were analyzed. Before the pandemic, adherence to throat cultures surpassed that of chest X-ray and referred laboratory tests, and cephalosporins exhibiting higher adherence rates than other antibiotics. Social restrictions and lockdown periods were found to be associated with a decrease in patient adherence. Adherence to referred tests decreased among all patients during social restrictions for complete blood count (Odds Ratio (OR)=0.79, 95%CI = 0.64,0.96), and throat culture (OR=0.64, 95%CI = 0.43,0.93) and among older patients for chest X-ray. Adherence to prescribed antibiotics dropped during social restrictions for penicillin (OR=0.26, 95%CI = 0.17,0.40) and cephalosporins (OR=0.52, 95%CI = 0.32,0.86), but increased for macrolides (OR=2.16, 95%CI = 1.20,3.88). Rural clinics were associated with lower adherence in all outcomes, and visits by phone call were associated with lower adherence, most prominently in throat culture (OR=0.32, 95%CI = 0.26,0.38).
Conclusion
This study offers a unique contribution to our understanding of patient adhere

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0345375.t001(source: https://plos.figshare.com/articles/dataset/_p_Patient_and_visit_characteristics_p_/31815892)。

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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