基线临床特征
基于BMC2 2012-2014年39家医院1163例PCI后死亡病例的基线临床特征与院内死亡原因分析数据集。

基本信息
资源简介
基线临床特征
【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 9.73 KB,主题涵盖 percutaneous coronary interventions、michigan cardiovascular consortium、left ventricular failure、71 &# 177、considered rarely appropriate,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《Baseline clinical characteristics.》。源站首次发布:2024-03-27。
【数据内容】
源站原始描述:Background Mortality is the most devastating complication of percutaneous coronary interventions (PCI). Identifying the most common causes and mechanisms of death after PCI in contemporary practice is an important step in further reducing periprocedural mortality. Objectives To systematically analyze the cause and circumstances of in-hospital mortality in a large, multi-center, statewide cohort. Methods In-hospital deaths after PCI occurring at 39 hospitals included in the Blue Cross Blue Shield…
【数据结构与技术规格】
文件数 1 个,合计 9.73 KB。Table 2.xls:application/vnd.ms-excel,9.73 KB。数据集 DOI:10.1371/journal.pone.0297596.t002。
【主题与分类】
源站学科分类:Medicine、Neuroscience、Biotechnology、Cancer、Science Policy、Infectious Diseases。主题标签:percutaneous coronary interventions、michigan cardiovascular consortium、left ventricular failure、71 &# 177、considered rarely appropriate、9 %) cases、20 %) cases、39 hospitals included、characterize preventable deaths、related mortality risk。
【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/Baseline_clinical_characteristics_/25489248
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Moroni, Francesco; Seth, Milan; Changezi, Hameem U.; Karve, Milind; Arora, Dilip S.; Sharma, Manoj; et al. (2024). Baseline clinical characteristics.. PLOS ONE. Dataset
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:Baseline clinical characteristics.
- DOI:10.1371/journal.pone.0297596.t002
- 发布日期:2024-03-27
- 文件数:1 个
- 文件总体积:9.73 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Baseline_clinical_characteristics_/25489248
命令行下载
curl -L -o "Table 2.xls" "https://ndownloader.figshare.com/files/45313170"
文件清单
Table 2.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
Background
Mortality is the most devastating complication of percutaneous coronary interventions (PCI). Identifying the most common causes and mechanisms of death after PCI in contemporary practice is an important step in further reducing periprocedural mortality.
Objectives
To systematically analyze the cause and circumstances of in-hospital mortality in a large, multi-center, statewide cohort.
Methods
In-hospital deaths after PCI occurring at 39 hospitals included in the Blue Cross Blue Shield of Michigan Cardiovascular Consortium (BMC2) between 2012 and 2014 were retrospectively reviewed using validated methods. A priori PCI-related mortality risk was estimated using the validated BMC2 model.
Results
A total of 1,163 deaths after PCI were included in the study. Mean age was 71±13 years, and 507 (44%) were women. Left ventricular failure was the most common cause of death (52% of cases). The circumstance of death was most commonly related to prior acute cardiovascular condition (61% of cases). Procedural complications were considered contributing to mortality in 235 (20%) cases. Death was rated as not preventable or slightly preventable in 1,045 (89.9%) cases. The majority of the deaths occurred in intermediate or high-risk patients, but 328 (28.2%) deaths occurred in low-risk patients (Conclusions
In-hospital mortality after PCI is rare, and primarily related to pre-existing critical acute cardiovascular condition. However, approximately 10% of deaths were preventable. Further research is needed to characterize preventable deaths, in order to develop strategies to improve procedural safety.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0297596.t002(source: https://plos.figshare.com/articles/dataset/Baseline_clinical_characteristics_/25489248)。
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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