初级保健单元要求的视网膜检查:适应症、结果和评估替代策略
该数据集包含1729名患者的视网膜检查结果,涉及糖尿病视网膜病变和青光眼等适应症,支持临床决策和标准化研究。

基本信息
资源简介
初级保健单元要求的视网膜检查:适应症、结果和评估替代策略
【数据集背景】
本数据集源站标题为《Retinal exams requested at Primary Care Unit: indications, results and alternative strategies of evaluation》。配套论文《Retinal exams requested at Primary Care Unit: indications, results and alternative strategies of evaluation》发表于 Einstein (São Paulo)(2019),DOI:10.31744/einstein_journal/2020gs4913。源站首次发布:2019-09-18。
【数据内容】
源站原始描述:ABSTRACT Objective To evaluate indications, results and strategy of retinal exams requested at Primary Care Units. Methods A retrospective study that analyzed the indications and results of retinal exams, in the modalities clinical dilated fundus exams and color fundus photographs. In the following situations, patients were considered eligible for color fundus photographs if visual acuity was normal and ocular symptoms were absent: diabetes mellitus and/or hypertension, in use of drugs with pote…
【数据结构与技术规格】
文件数 3 个,合计 121.94 KB。数据集 DOI:10.6084/m9.figshare.9871223.v1。
【主题与分类】
源站学科分类:Medicine。主题标签:Telemedicine、Diabetic retinopathy、Glaucoma、Cost efficiency analysis、Health Centers、Primary Health Care。
【适用方向】
影像类数据可用于医学图像分析模型(检测、分割、分类)的训练与评测,也可用于标注质量与成像参数相关性的研究。
【获取与许可】
源站页面:https://scielo.figshare.com/articles/dataset/Retinal_exams_requested_at_Primary_Care_Unit_indications_results_and_alternative_strategies_of_evaluation/9871223
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Malerbi, Fernando Korn; Carneiro, Adriano Biondi Monteiro; Katz, Marcelo; Lottenberg, Claudio Luiz (2020). Retinal exams requested at Primary Care Unit: indications, results and alternative strategies of evaluation. SciELO journals. Dataset
【使用注意】
· 源站最后修改于 2023-06-07,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:Retinal exams requested at Primary Care Unit: indications, results and alternative strategies of evaluation
- DOI:10.6084/m9.figshare.9871223.v1
- 发布日期:2019-09-18
- 文件数:3 个
- 文件总体积:121.94 KB
- 源站页面:https://scielo.figshare.com/articles/dataset/Retinal_exams_requested_at_Primary_Care_Unit_indications_results_and_alternative_strategies_of_evaluation/9871223
命令行下载
curl -L -o "2317-6385-eins-18-eGS4913-gf01.jpg" "https://ndownloader.figshare.com/files/17703536"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/17703539"
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/17703542"
文件清单
2317-6385-eins-18-eGS4913-gf01.jpg(110.67 KB)Table_1.xls(5.63 KB)Table_2.xls(5.63 KB)
文件总体积 121.94 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
ABSTRACT Objective To evaluate indications, results and strategy of retinal exams requested at Primary Care Units. Methods A retrospective study that analyzed the indications and results of retinal exams, in the modalities clinical dilated fundus exams and color fundus photographs. In the following situations, patients were considered eligible for color fundus photographs if visual acuity was normal and ocular symptoms were absent: diabetes mellitus and/or hypertension, in use of drugs with potential retinal toxicity, diagnosis or suspicion of glaucoma, stable and asymptomatic retinopathies, except myopia greater than -3.00 diopters. Results A total of 1,729 patients were evaluated (66% female, age 63.5±15.5 years), and 1,190 underwent clinical dilated fundus exam and 539 underwent color fundus photographs. Diabetes was present in 32.2%. The main indications were diabetes (23.7%) and glaucoma evaluation (23.5%). In 3.4% of patients there was no apparent indication. The main results were a large cup/disc ratio (30.7%) and diabetic retinopathy (13.2%). Exam was normal in 9.6%, detected peripheral changes in 7% and could not be performed in 1%. Considering patients eligible for fundus photographs (22.4%), more than half underwent clinical dilated fundus exams. Conclusion Regarding exam modality, there were no important differences in the distribution of indications or diagnosis. Color fundus photograph is compatible with telemedicine and more cost-effective, and could be considered the strategy of choice in some scenarios. Since there are no clear guidelines for retinal exams indications or the modality of choice, this study may contribute to such standardization, in order to optimize public health resources.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.9871223.v1(source: https://scielo.figshare.com/articles/dataset/Retinal_exams_requested_at_Primary_Care_Unit_indications_results_and_alternative_strategies_of_evaluation/9871223)。
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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