患者特征汇总(n=2550)

加拿大艾伯塔省2550名患者破伤风和白喉抗体检测的汇总特征,包括滴度和疫苗接种状态。

Figshare
2025-11-21 更新
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表格unnecessary healthcare spendingtoxin test requestssupport diagnostic stewardshipstudy highlighted variabilitypast 10 yearsoptimize resource uselaboratory data collectedgeometric mean titersdiphtheria test ordersavoid redundant testingimplications </ ptoxin antibody levels
Summary characteristics of patients (n = 2550)

基本信息

模态
表格
大小
0.000005632 GB
许可
CC BY 4.0
创建/更新时间
2025-11-21
版本
v1

资源简介

患者特征汇总(n=2550)

【数据集背景】

本数据集源站标题为《Summary characteristics of patients (n = 2550).》。源站首次发布:2025-11-21。

【数据内容】

源站原始描述:Background Tetanus and diphtheria (Td) antibody titers can be measured to assess for seroprotection from immunization, though this is not routinely indicated. There are limited population level data on the utilization of these tests and their results. Methods This is a population level retrospective study based on laboratory data collected from patients who underwent Td antibody testing. Td IgG titer requests from May 1, 2023, to December 31, 2024, were extracted from the provincial health infor…

【数据结构与技术规格】

文件数 1 个,合计 5.63 KB。Table 1.xls:application/vnd.ms-excel,5.63 KB。数据集 DOI:10.1371/journal.pone.0336690.t001。

【主题与分类】

源站学科分类:Medicine、Evolutionary Biology、Immunology、Science Policy、Infectious Diseases。主题标签:unnecessary healthcare spending、toxin test requests、support diagnostic stewardship、study highlighted variability、past 10 years、optimize resource use、laboratory data collected、geometric mean titers、diphtheria test orders、avoid redundant testing。

【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/Summary_characteristics_of_patients_n_2550_/30677382

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

规范引用:Kanji, Jamil N.; Heibati, Behzad; Zelyas, Nathan; Zhou, Hong Yuan; Tyrrell, Gregory J.; Adatia, Adil (2025). Summary characteristics of patients (n = 2550).. PLOS ONE. Dataset

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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。

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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/59753880"

文件清单

  • Table 1.xls(5.63 KB)

文件总体积 5.63 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

Background
Tetanus and diphtheria (Td) antibody titers can be measured to assess for seroprotection from immunization, though this is not routinely indicated. There are limited population level data on the utilization of these tests and their results.
Methods
This is a population level retrospective study based on laboratory data collected from patients who underwent Td antibody testing. Td IgG titer requests from May 1, 2023, to December 31, 2024, were extracted from the provincial health information system of Alberta, Canada. Td anti-toxin test requests, geometric mean titers, and vaccination status of patients who underwent testing were analyzed. Individuals with multiple tests were assessed for changes in antibody levels, and the proportion of tested individuals who were vaccinated within the past 10 years was calculated. Geometric mean titers were interpreted in relation to established thresholds for long-term protective immunity.
Results
A total of 2,550 patients underwent testing for tetanus (n = 2,349) and diphtheria (n = 2,093) anti-toxin antibody levels. Geometric mean titers varied widely across physician specialties, with pediatrics and Immunology showing higher proportions of recent vaccinations and higher geometric mean titers, while general practice and nephrology had lower values. Nearly 40% of diphtheria test orders in patients immunized within the past 10 years were requested by general practice (n = 336). In contrast, less than 20% of tests were ordered by nephrology (n = 153), pediatrics (n = 95), and pharmacy (n = 12).
Conclusion
Over half the tests were requested by general practice. Our study highlighted variability in vaccination patterns and immune responses across specialties. While antibody testing is useful for assessing protection, a considerable number of tests were performed in individuals likely to be protected by recent vaccination, pointing to inefficiencies and unnecessary healthcare spending. These findings underscore the importance of aligning test ordering practices with immunization history to optimize resource use, avoid redundant testing, support diagnostic stewardship, and inform more cost-effective public health strateg

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0336690.t001(source: https://plos.figshare.com/articles/dataset/Summary_characteristics_of_patients_n_2550_/30677382)。

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