参与者特征(急性挥鞭伤相关障碍)

日本急性挥鞭伤患者医疗费用数据,含104,911名患者的人口统计、治疗访问及费用信息,用于预测高成本患者。

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表格primary economic outcomepresent study aimedodds ratios 2673neck injuries dueindependent predictive factorshealthcare per persontotal healthcare costsxlink "> datamultiple doctor visitsinvestigate whether timealternative medicine showedtotal healthcare cost
Participants’ characteristics

基本信息

模态
表格
大小
0.000013824 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

参与者特征(急性挥鞭伤相关障碍)

【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 13.82 KB,主题涵盖 primary economic outcome、present study aimed、odds ratios 2673、neck injuries due、independent predictive factors,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《Participants’ characteristics.》。源站首次发布:2023-06-28。

【数据内容】

源站原始描述:Introduction The proportion of neck injuries due to traffic accidents is increasing. Little is known about high-cost patients with acute whiplash-associated disorder (WAD). The present study aimed to investigate whether time to first visit for conventional medicine, multiple doctor visits, or alternative medicine could predict high-cost patients with acute WAD in Japan. Methods Data from a compulsory, no-fault, government automobile liability insurance agency in Japan between 2014 and 2019 were…

【数据结构与技术规格】

文件数 1 个,合计 13.82 KB。Table 1.xls:application/vnd.ms-excel,13.82 KB。数据集 DOI:10.1371/journal.pone.0287676.t001。

【主题与分类】

源站学科分类:Medicine、Cell Biology、Biotechnology、Sociology、Science Policy、Infectious Diseases。主题标签:primary economic outcome、present study aimed、odds ratios 2673、neck injuries due、independent predictive factors、healthcare per person、total healthcare costs、multiple doctor visits、investigate whether time、alternative medicine showed。

【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/Participants_characteristics_/23594080

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

规范引用:Hayashi, Kazuhiro; Miki, Kenji; Ikemoto, Tatsunori; Ushida, Takahiro; Shiro, Yukiko; Tetsunaga, Tomoko; et al. (2023). Participants’ characteristics.. PLOS ONE. Dataset

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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。

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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/41391982"

文件清单

  • Table 1.xls(13.82 KB)

文件总体积 13.82 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
The proportion of neck injuries due to traffic accidents is increasing. Little is known about high-cost patients with acute whiplash-associated disorder (WAD). The present study aimed to investigate whether time to first visit for conventional medicine, multiple doctor visits, or alternative medicine could predict high-cost patients with acute WAD in Japan.
Methods
Data from a compulsory, no-fault, government automobile liability insurance agency in Japan between 2014 and 2019 were used. The primary economic outcome was the total cost of healthcare per person. Treatment-related variables were assessed based on the time to first visit for conventional and alternative medicine, multiple doctor visits, and visits for alternative medicine. Patients were categorized according to total healthcare cost (low, medium, and high cost). The variables were subjected to univariate and multivariate analysis to compare high-cost and low-cost patients.
Results
A total of 104,911 participants with a median age of 42 years were analyzed. The median total healthcare cost per person was 67,366 yen. The cost for consecutive medicine, for consecutive and alternative medicine, and total healthcare costs were significantly associated with all clinical outcomes. Female sex, being a homemaker, a history of WAD claim, residential area, patient responsibility in a traffic accident, multiple doctor visits, and visits for alternative medicine were identified as independent predictive factors for a high cost in multivariate analysis. Multiple doctor visits and visits for alternative medicine showed large differences between groups (odds ratios 2673 and 694, respectively). Patients with multiple doctor visits and visits for alternative medicine showed a significantly high total healthcare cost per person (292,346 yen) compared to those without (53,587 yen).
Conclusions
A high total healthcare cost is strongly associated with multiple doctor visits and visits for alternative medicine in patients with acute WAD in Japan.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0287676.t001(source: https://plos.figshare.com/articles/dataset/Participants_characteristics_/23594080)。

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