下腰痛专科转诊适当性横断面分析数据表

500份下腰痛患者电子健康记录,用于分析转诊至神经外科的适当性及临床特征。

NIAID Data Ecosystem
浏览 18
表格low back painreferral appropriatenessspecialized serviceswait timecross-sectional study
Data_Sheet_2_Appropriateness of specialized care referrals for LBP: a cross-sectional analysis

基本信息

模态
表格
大小
0.000563118 GB
许可
CC BY 4.0
创建/更新时间
2026-10-07
版本
v1

资源简介

下腰痛专科转诊适当性横断面分析数据表

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 563.12 KB,主题涵盖 low back pain、referral appropriateness、specialized services、wait time、cross-sectional study,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《Data_Sheet_2_Appropriateness of specialized care referrals for LBP: a cross-sectional analysis.pdf》。配套论文《Spine surgery referrals redirected through a multidisciplinary care pathway: effects of nonsurgeon triage including MRI utilization》发表于 Journal of Neurosurgery: Spine(2014),DOI:10.3171/2013.10.SPINE13434。源站首次发布:2024-01-05。

【数据内容】

源站原始描述:BackgroundLow back pain (LBP) accounts for a significant proportion of primary care visits. Despite the development of evidence-based guidelines, studies point to the inefficient use of healthcare resources, resulting in over 60.0% of patients with LBP being referred to spine surgeons without any surgical indication. Centralized waiting lists (CWLs) have been implemented to improve access to specialized care by managing asymmetry between supply and demands. To date, no study has provided data on…

【数据结构与技术规格】

文件数 1 个,合计 563.12 KB。Data_Sheet_2_Appropriateness of specialized care referrals for LBP: a cross-sectional analysis.pdf:application/pdf,563.12 KB。数据集 DOI:10.3389/fmed.2023.1292481.s002。

【主题与分类】

源站学科分类:Radiology and Organ Imaging、Foetal Development and Medicine、Obstetrics and Gynaecology、Primary Health Care、Medical and Health Sciences not elsewhere classified、Dermatology。主题标签:low back pain、referral appropriateness、specialized services、wait time、cross-sectional study。

【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://frontiersin.figshare.com/articles/dataset/Data_Sheet_2_Appropriateness_of_specialized_care_referrals_for_LBP_a_cross-sectional_analysis_pdf/24947133

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

规范引用:Mathieu, Janny; Robert, Marie-Ève; Châtillon, Claude-Édouard; Descarreaux, Martin; Marchand, Andrée-Anne (2024). Data_Sheet_2_Appropriateness of specialized care referrals for LBP: a cross-sectional analysis.pdf. Frontiers. Dataset

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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。

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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 "Data_Sheet_2_Appropriateness of specialized care referrals for LBP: a cross-sectional analysis.pdf" "https://ndownloader.figshare.com/files/43919271"

文件清单

  • Data_Sheet_2_Appropriateness of specialized care referrals for LBP: a cross-sectional analysis.pdf(563.12 KB)

文件总体积 563.12 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

BackgroundLow back pain (LBP) accounts for a significant proportion of primary care visits. Despite the development of evidence-based guidelines, studies point to the inefficient use of healthcare resources, resulting in over 60.0% of patients with LBP being referred to spine surgeons without any surgical indication. Centralized waiting lists (CWLs) have been implemented to improve access to specialized care by managing asymmetry between supply and demands. To date, no study has provided data on patients’ clinical profiles and referral patterns to medical specialists for LBP in the context of a publicly funded healthcare system operating a prioritization model. The objective of this study was to evaluate the appropriateness of specialized care referrals for LBP after the implementation of a CWL.
MethodsA retrospective cross-sectional analysis of 500 randomly selected electronic health records of patients who attended the outpatient neurosurgery clinic of the administrative Mauricie-et-Centre-du-Québec region was performed. Inclusion criteria were neurosurgery consultation referrals for adults ≥18 years suffering from a primary complaint of LBP, and performed between September 1st, 2018, and September 1st, 2021. Data relevant for drawing a comprehensive portrait of patients referred to the neurosurgery service and for judging referrals appropriateness were manually extracted.
ResultsOf the 500 cases analyzed, only 112 (22.4%) were surgical candidates, while 221 (44.2%) were discharge from the neurosurgery service upon initial assessment. Key information was inconsistently documented in medical files, thus preventing the establishment of a comprehensive portrait of patients referred to the neurosurgery service for LBP. Nevertheless, over 80.0% of referrals made during the study period were deemed inappropriate. Inappropriate referrals were characterized by higher proportion of patients symptomatically improved, presenting a back-dominant chief complaint, exhibiting no objective neurological symptoms, and diagnosed with non-specific LBP.
ConclusionThis study reveals a significant proportion of inappropriate referrals to specialized care for LBP. Further research is

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fmed.2023.1292481.s002(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_2_Appropriateness_of_specialized_care_referrals_for_LBP_a_cross-sectional_analysis_pdf/24947133)。

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