CI数据(2024年9月27日清洗版)
该数据集包含228名儿科患者2017-2023年的人工耳蜗植入手术数据,用于分析黎巴嫩经济危机对手术数量和资金来源的影响。

基本信息
资源简介
CI数据(2024年9月27日清洗版)
【数据集背景】
本数据集源站标题为《CI data cleaned 27_9_24.》。源站首次发布:2025-09-25。
【数据内容】
源站原始描述:Background Hearing loss is a major public health issue globally, especially in low- and middle-income countries (LMICs), where access to cochlear implants (CIs) is restricted by cost and limited healthcare infrastructure. In Lebanon, the 2020 economic crisis and the COVID-19 pandemic further reduced access to essential services, including pediatric CIs. Aim This study assesses the impact of the 2020 Lebanese economic crisis on the number and funding sources of pediatric CI surgeries. Methods A r…
【数据结构与技术规格】
文件数 1 个,合计 52.43 KB。pone.0331234.s001.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,52.43 KB。数据集 DOI:10.1371/journal.pone.0331234.s001。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Molecular Biology、Biotechnology、Developmental Biology、Cancer。主题标签:limited healthcare infrastructure、funded procedures dropped、57 years post、228 pediatric patients、based funding rose、pediatric cochlear implants、pediatric cis persisted、lebanon &# 8217、essential health services、enhanced government support。
【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/CI_data_cleaned_27_9_24_/30211070
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Maalouf, Joy M. El; Ghoche, Maged T.; Dunya, Gabriel (2025). CI data cleaned 27_9_24.. 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:CI data cleaned 27_9_24.
- DOI:10.1371/journal.pone.0331234.s001
- 发布日期:2025-09-25
- 文件数:1 个
- 文件总体积:52.43 KB
- 源站页面:https://plos.figshare.com/articles/dataset/CI_data_cleaned_27_9_24_/30211070
命令行下载
curl -L -o "pone.0331234.s001.xlsx" "https://ndownloader.figshare.com/files/58267265"
文件清单
pone.0331234.s001.xlsx(52.43 KB)
文件总体积 52.43 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
Hearing loss is a major public health issue globally, especially in low- and middle-income countries (LMICs), where access to cochlear implants (CIs) is restricted by cost and limited healthcare infrastructure. In Lebanon, the 2020 economic crisis and the COVID-19 pandemic further reduced access to essential services, including pediatric CIs.
Aim
This study assesses the impact of the 2020 Lebanese economic crisis on the number and funding sources of pediatric CI surgeries.
Methods
A retrospective review was conducted on 228 pediatric patients who underwent 235 CI surgeries between 2017 and 2023. The number of surgeries and funding sources were compared before and after the 2020 crisis. Funding categories included government, private insurance, donations, or a combination. Data were analyzed using R software.
Results
There was no significant difference in the number of surgeries before (113) and after (122) the crisis (p = 0.56). However, a marked shift in funding occurred. Government-funded procedures dropped from 45.87% to 12.61% (p Conclusion
Despite economic hardship, the demand for pediatric CIs persisted, with families turning to private and charitable sources. Enhanced government support and the classification of CIs as essential health services are vital. Early diagnosis and intervention should be prioritized to improve outcomes in children with hearing loss.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0331234.s001(source: https://plos.figshare.com/articles/dataset/CI_data_cleaned_27_9_24_/30211070)。
数据缺失?
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