新生儿气胸胸腔引流预测因素数据集
回顾性研究数据集,包含183例新生儿气胸病例的人口学、临床和影像数据,用于预测胸腔引流需求。

基本信息
资源简介
新生儿气胸胸腔引流预测因素数据集
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 5 个文件、合计 166.68 KB,主题涵盖 Neonate、Pneumothorax、Chest drainage、Predictor,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《Predictors of chest drainage of pneumothorax in neonates》。配套论文《Predictors of chest drainage of pneumothorax in neonates》发表于 Brazilian Journal of Medical and Biological Research(2020),DOI:10.1590/1414-431x20209469。源站首次发布:2021-03-26。
【数据内容】
源站原始描述:This is a retrospective, single-center observational study to explore the predictors of chest drainage for neonatal pneumothorax. A total of 183 neonates (age ≤28 days) who presented to the Children''s Hospital of Soochow University between January 1, 2015 and December 31, 2018 for pneumothorax or developed pneumothorax during a hospital stay were included. Demographic data, clinical presentation, and imaging characteristics of neonatal pneumothorax were collected and analyzed. We used univariate…
【数据结构与技术规格】
文件数 5 个,合计 166.68 KB。数据集 DOI:10.6084/m9.figshare.14317481.v1。
【主题与分类】
源站学科分类:Medicine、Microbiology not elsewhere classified。主题标签:Neonate、Pneumothorax、Chest drainage、Predictor。
【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/Predictors_of_chest_drainage_of_pneumothorax_in_neonates/14317481
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Tan, Ya-lan; Zhan, Yang; Geng, Jia; Chen, Wei; Guo, Wan-Liang (2020). Predictors of chest drainage of pneumothorax in neonates. SciELO journals. Dataset
【使用注意】
· 源站最后修改于 2024-02-12,引用时请注意版本时效。
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:Predictors of chest drainage of pneumothorax in neonates
- DOI:10.6084/m9.figshare.14317481.v1
- 发布日期:2021-03-26
- 文件数:5 个
- 文件总体积:166.68 KB
- 源站页面:https://scielo.figshare.com/articles/dataset/Predictors_of_chest_drainage_of_pneumothorax_in_neonates/14317481
命令行下载
curl -L -o "1414-431X-bjmbr-53-8-e9469-gf001.jpg" "https://ndownloader.figshare.com/files/27256010"
curl -L -o "1414-431X-bjmbr-53-8-e9469-gf002.jpg" "https://ndownloader.figshare.com/files/27256013"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/27256016"
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/27256019"
curl -L -o "Table_3.xls" "https://ndownloader.figshare.com/files/27256022"
文件清单
1414-431X-bjmbr-53-8-e9469-gf001.jpg(82.46 KB)1414-431X-bjmbr-53-8-e9469-gf002.jpg(63.23 KB)Table_1.xls(5.63 KB)Table_2.xls(9.73 KB)Table_3.xls(5.63 KB)
文件总体积 166.68 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
This is a retrospective, single-center observational study to explore the predictors of chest drainage for neonatal pneumothorax. A total of 183 neonates (age ≤28 days) who presented to the Children’'s Hospital of Soochow University between January 1, 2015 and December 31, 2018 for pneumothorax or developed pneumothorax during a hospital stay were included. Demographic data, clinical presentation, and imaging characteristics of neonatal pneumothorax were collected and analyzed. We used univariate and multivariate logistic regression analyses to determine significant predictors of chest drainage of pneumothorax in neonates. Pneumothorax occurred within 24 h after birth in 131 (71.6%) cases, between 24 and 48 h after birth in 41 (22.4%) cases, and 48 h after birth in 11 (6.0%) cases. Univariate and multivariate logistic regression analyses revealed that lung collapse ≥1/3 on initial chest X-ray (OR 4.99, 95%CI 2.25-11.07), chest retractions (OR 8.12, 95%CI 2.88-22.89), cyanosis (OR 2.25, 95%CI 1.08-4.66), and frothing from mouth (OR 2.49, 95%CI 1.12-5.49) (P<0.05 for all) were significant predictors of the need for chest drainage due to pneumothorax. In conclusion, the thorough evaluation of the above predictive factors can guide treatment and improve patient outcome.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.14317481.v1(source: https://scielo.figshare.com/articles/dataset/Predictors_of_chest_drainage_of_pneumothorax_in_neonates/14317481)。
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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