散瞳下自动视力筛查与幼儿视网膜检影的临床相关性
包含186名幼儿的散瞳后自动视力筛查与视网膜检影的屈光数据及诊断性能指标,用于评估儿童屈光不正筛查的临床相关性。

基本信息
资源简介
散瞳下自动视力筛查与幼儿视网膜检影的临床相关性
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 6 个文件、合计 1.48 MB,主题涵盖 Refractive errors、Amblyopia、Strabismus、Refractometry、Retinoscopy,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《Clinical correlation between automated vision screening under cycloplegia and retinoscopy in young children》。配套论文《Clinical correlation between automated vision screening under cycloplegia and retinoscopy in young children》发表于 Arquivos Brasileiros de Oftalmologia(2022),DOI:10.5935/0004-2749.20230030。源站首次发布:2023-06-06。
【数据内容】
源站原始描述:ABSTRACT Purpose: To evaluate the clinical performance of the Spot Vision Screener and establish clinical correlations between automated screening and retinoscopy following induction of cycloplegia in preverbal children. Methods: In this prospective, cross-sectional study, children aged 6-36 months were evaluated using the Spot Vision Screener. A complete ophthalmologic examination, including cycloplegic refraction assessment, was performed, followed by repeat spot vision screening and retinosco…
【数据结构与技术规格】
文件数 6 个,合计 1.48 MB。数据集 DOI:10.6084/m9.figshare.23300463.v1。
【主题与分类】
源站学科分类:Ophthalmology。主题标签:Refractive errors、Amblyopia、Strabismus、Refractometry、Retinoscopy。
【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/Clinical_correlation_between_automated_vision_screening_under_cycloplegia_and_retinoscopy_in_young_children/23300463
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Geremias, Adriana; Garcia, Nathalia Perussi; Moreira, Caio Amadeo Silva; Barboza, Guilherme Novoa Colombo; Barboza, Marcello Novoa Colombo (2023). Clinical correlation between automated vision screening under cycloplegia and retinoscopy in young children. SciELO journals. 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:Clinical correlation between automated vision screening under cycloplegia and retinoscopy in young children
- DOI:10.6084/m9.figshare.23300463.v1
- 发布日期:2023-06-06
- 文件数:6 个
- 文件总体积:1.48 MB
- 源站页面:https://scielo.figshare.com/articles/dataset/Clinical_correlation_between_automated_vision_screening_under_cycloplegia_and_retinoscopy_in_young_children/23300463
命令行下载
curl -L -o "5968a8ce26d56b9d1b2267f7409dee419d50ccf0.tif" "https://ndownloader.figshare.com/files/41071404"
curl -L -o "c3b49f7a4a93d6a2a960cc240d01f6557fa4b3d0.png" "https://ndownloader.figshare.com/files/41071407"
curl -L -o "25df306f44e288e34132952862f500877fde8a63.jpg" "https://ndownloader.figshare.com/files/41071410"
curl -L -o "a42621af63b799c806c85ff1890e8d7ffdf8971e.tif" "https://ndownloader.figshare.com/files/41071413"
curl -L -o "cb4d131a2f7b7dc13c2f2a798bb841dee9677824.png" "https://ndownloader.figshare.com/files/41071416"
curl -L -o "3e08bae5a0dedeb177252ecde3cd7d6e25dc59f6.jpg" "https://ndownloader.figshare.com/files/41071419"
文件清单
5968a8ce26d56b9d1b2267f7409dee419d50ccf0.tif(615.73 KB)c3b49f7a4a93d6a2a960cc240d01f6557fa4b3d0.png(129.50 KB)25df306f44e288e34132952862f500877fde8a63.jpg(4.42 KB)a42621af63b799c806c85ff1890e8d7ffdf8971e.tif(616.66 KB)cb4d131a2f7b7dc13c2f2a798bb841dee9677824.png(105.23 KB)3e08bae5a0dedeb177252ecde3cd7d6e25dc59f6.jpg(4.10 KB)
文件总体积 1.48 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 Purpose: To evaluate the clinical performance of the Spot Vision Screener and establish clinical correlations between automated screening and retinoscopy following induction of cycloplegia in preverbal children. Methods: In this prospective, cross-sectional study, children aged 6-36 months were evaluated using the Spot Vision Screener. A complete ophthalmologic examination, including cycloplegic refraction assessment, was performed, followed by repeat spot vision screening and retinoscopy in all cases to establish correlations regarding hypermetropia, myopia, and astigmatism following induction of induction cycloplegia. Results: The study included 185 children. The sensitivity of the automated screener after cycloplegia was 100% (95%CI: 85.18-100%), and specificity was 87.04% (95%CI: 80.87-91.79%). Positive and negative predictive values were 52.27% (42.36-62.01%) and 100%, respectively. Compared to retinoscopy, the Spot Vision Screener overestimated spherical values by 0.62 D (95%CI: 0.56-0.69) in the right eye and by 0.60 (95%CI: 0.54-0.66) in the left eye and cylindrical values by -0.38 D in the right eye (95%CI: -0.420.33) and by -0.39 D in the left eye (95%CI: -0.430.34). For overall spherical and cylindrical values, the difference was 0.61 D (95%CI: 0.57-0.65) and -0.38 D (95%CI: -0.410.35) in the left and right eyes, respectively. Conclusion: A substantial correlation was found between retinoscopy and objective data captured by the device. This shows that technology can be used in conjunction, reaching a more accurate diagnosis and identifying amblyopia risk factors as early as possible. Photoscreening may make a difference at the population level for early screening and intervention.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.23300463.v1(source: https://scielo.figshare.com/articles/dataset/Clinical_correlation_between_automated_vision_screening_under_cycloplegia_and_retinoscopy_in_young_children/23300463)。
需要用于商业化训练或医疗器械注册(NMPA/FDA)?
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