波士顿技术表现评分在发展中国家的翻译与验证

包含1030例先天性心脏手术数据,用于验证波士顿技术表现评分在发展中国家中的预测性能。

Figshare
2021-10-01 更新
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表格Cardiac Surgical ProceduresRisk AdjustmentCongenital Heart SurgeryHospital MortalityPostoperative PeriodReference Standards
Translation and Validation of the Boston Technical Performance Score in a Developing Country

基本信息

模态
表格
大小
0.067050768 GB
许可
CC BY 4.0
创建/更新时间
2021-10-01
版本
v1

资源简介

波士顿技术表现评分在发展中国家的翻译与验证

【数据集背景】

本数据集源站标题为《Translation and Validation of the Boston Technical Performance Score in a Developing Country》。配套论文《Translation and Validation of the Boston Technical Performance Score in a Developing Country》发表于 Brazilian Journal of Cardiovascular Surgery(2021),DOI:10.21470/1678-9741-2021-0485。源站首次发布:2023-02-21。

【数据内容】

源站原始描述:Abstract Introduction: The Technical Performance Score (TPS) was developed and subsequently refined at the Boston Children''s Hospital. Our objective was to translate and validate its application in a developing country. Methods: The score was translated into the Portuguese language and approved by the TPS authors. Subsequently, we studied 1,030 surgeries from June 2018 to October 2020. TPS could not be assigned in 58 surgeries, and these were excluded. Surgical risk score was evaluated using Ris…

【数据结构与技术规格】

文件数 10 个,合计 67.05 MB。数据集 DOI:10.6084/m9.figshare.22132308.v1。

【主题与分类】

源站学科分类:Cardiology、Surgery。主题标签:Cardiac Surgical Procedures、Risk Adjustment、Congenital Heart Surgery、Hospital Mortality、Postoperative Period、Reference Standards。

【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://scielo.figshare.com/articles/dataset/Translation_and_Validation_of_the_Boston_Technical_Performance_Score_in_a_Developing_Country/22132308

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

规范引用:Miana, Leonardo A.; Nathan, Meena; Tenório, Davi Freitas; Manuel, Valdano; Guerreiro, Gustavo; Fernandes, Natália; et al. (2021). Translation and Validation of the Boston Technical Performance Score in a Developing Country. SciELO journals. Dataset

【使用注意】

· 源站最后修改于 2023-06-21,引用时请注意版本时效。

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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 "5b6e8160c8aa4781b6616f952316ce14a249a571.tif" "https://ndownloader.figshare.com/files/39343530"
curl -L -o "8c9705e29d61595337240033365d1f4aaca2a416.png" "https://ndownloader.figshare.com/files/39343533"
curl -L -o "c49e6329bd0ab9f6f0957cadd62af338770d96a7.jpg" "https://ndownloader.figshare.com/files/39343536"
curl -L -o "2a6681cd72c8c21790cfcb45623dc2c6deff1b1d.tif" "https://ndownloader.figshare.com/files/39343539"
curl -L -o "6f98d1ca752300e0398499cbffed4bf2134ab94e.png" "https://ndownloader.figshare.com/files/39343542"
curl -L -o "386ec4025ebcd841765df57f38b436dd3414978f.jpg" "https://ndownloader.figshare.com/files/39343545"
curl -L -o "0d4632b60e4bf60175e595d436f839c7cf6aa17b.tif" "https://ndownloader.figshare.com/files/39343548"
curl -L -o "cfd3c0b1e8b2a22fff7f1faed4597bb310e64794.png" "https://ndownloader.figshare.com/files/39343554"

文件清单

  • 5b6e8160c8aa4781b6616f952316ce14a249a571.tif(11.94 MB)
  • 8c9705e29d61595337240033365d1f4aaca2a416.png(1.01 MB)
  • c49e6329bd0ab9f6f0957cadd62af338770d96a7.jpg(11.47 KB)
  • 2a6681cd72c8c21790cfcb45623dc2c6deff1b1d.tif(45.00 MB)
  • 6f98d1ca752300e0398499cbffed4bf2134ab94e.png(879.52 KB)
  • 386ec4025ebcd841765df57f38b436dd3414978f.jpg(3.15 KB)
  • 0d4632b60e4bf60175e595d436f839c7cf6aa17b.tif(7.49 MB)
  • cfd3c0b1e8b2a22fff7f1faed4597bb310e64794.png(702.23 KB)
  • 7a5b7de129860fe6103154eb5ee7a59e88fdea70.jpg(5.23 KB)
  • Table_1.xls(5.63 KB)

文件总体积 67.05 MB(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

Abstract Introduction: The Technical Performance Score (TPS) was developed and subsequently refined at the Boston Children’'s Hospital. Our objective was to translate and validate its application in a developing country. Methods: The score was translated into the Portuguese language and approved by the TPS authors. Subsequently, we studied 1,030 surgeries from June 2018 to October 2020. TPS could not be assigned in 58 surgeries, and these were excluded. Surgical risk score was evaluated using Risk Adjustment in Congenital Heart Surgery (or RACHS-1). The impact of TPS on outcomes was studied using multivariable linear and logistic regression adjusting for important perioperative covariates. Results: Median age and weight were 2.2 (interquartile range [IQR] = 0.5-13) years and 10.8 (IQR = 5.6-40) kilograms, respectively. In-hospital mortality was 6.58% (n=64), and postoperative complications occurred in 19.7% (n=192) of the cases. TPS was categorized as 1 in 359 cases (37%), 2 in 464 (47.7%), and 3 in 149 (15.3%). Multivariable analysis identified TPS class 3 as a predictor of longer hospital stay (coefficient: 6.6; standard error: 2.2; P=0.003), higher number of complications (odds ratio [OR]: 1.84; 95% confidence interval [CI]: 1.1-3; P=0.01), and higher mortality (OR: 3.2; 95% CI: 1.4-7; P=0.004). Conclusion: TPS translated into the Portuguese language was validated and showed to be able to predict higher mortality, complication rate, and prolonged postoperative hospital stay in a high-volume Latin-American congenital heart surgery program. TPS is generalizable and can be used as an outcome assessment tool in resource diverse settings.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.22132308.v1(source: https://scielo.figshare.com/articles/dataset/Translation_and_Validation_of_the_Boston_Technical_Performance_Score_in_a_Developing_Country/22132308)。

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