成本效益模型参数估计数据集
包含结核病成本效益模型参数估计值,涉及MGIT、NTM、HIV等指标的灵敏度、特异度及残疾权重。

基本信息
资源简介
成本效益模型参数估计数据集
【数据集背景】
本数据集源站标题为《Parameter Estimates for Cost-Effectiveness Model.》。配套论文《Impact and Cost-Effectiveness of Culture for Diagnosis of Tuberculosis in HIV-Infected Brazilian Adults》发表于 PLoS ONE(2008),DOI:10.1371/journal.pone.0004057。源站首次发布:2013-02-21。
【数据内容】
源站原始描述:TB, tuberculosis; MGIT, Mycobacteria Growth Indicator Tube; NTM, non-tuberculous. mycobacteria; HIV, human immunodeficiency virus. aThe estimated number of true-positives includes all confirmed cases, plus a proportion of culture-negative cases, assuming a positive predictive value of 52% for clinician diagnosis based on the prevalence of TB and estimated sensitivity and specificity of clinical diagnosis. bSolid media = five Lowenstein-Jensen slants per specimen; MGIT = one BBL® culture tube per…
【数据结构与技术规格】
文件数 1 个,合计 13.82 KB。Table_2.xls:application/vnd.ms-excel,13.82 KB。数据集 DOI:10.1371/journal.pone.0004057.t002。
【主题与分类】
源站学科分类:Computational Biology、Medicine、Neuroscience、Infectious Diseases、Cancer、Microbiology。主题标签:estimates、cost-effectiveness。
【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/_Parameter_Estimates_for_Cost_Effectiveness_Model_/582864
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:W. Dowdy, David; C. Lourenço, Maria; C. Cavalcante, Solange; Saraceni, Valeria; King, Bonnie; E. Golub, Jonathan; et al. (2015). Parameter Estimates for Cost-Effectiveness Model.. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-05-31,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:Parameter Estimates for Cost-Effectiveness Model.
- DOI:10.1371/journal.pone.0004057.t002
- 发布日期:2013-02-21
- 文件数:1 个
- 文件总体积:13.82 KB
- 源站页面:https://plos.figshare.com/articles/dataset/_Parameter_Estimates_for_Cost_Effectiveness_Model_/582864
命令行下载
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/912414"
文件清单
Table_2.xls(13.82 KB)
文件总体积 13.82 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
TB, tuberculosis; MGIT, Mycobacteria Growth Indicator Tube; NTM, non-tuberculous.
mycobacteria; HIV, human immunodeficiency virus.
aThe estimated number of true-positives includes all confirmed cases, plus a proportion of culture-negative cases, assuming a positive predictive value of 52% for clinician diagnosis based on the prevalence of TB and estimated sensitivity and specificity of clinical diagnosis.
bSolid media = five Lowenstein-Jensen slants per specimen; MGIT = one BBL® culture tube per specimen, re-inoculated if initially contaminated (see Methods). Sensitivity and specificity are calculated among diagnostic attempts in which at least one culture was not contaminated. Diagnostic attempts may include more than one culture specimen.
cThe lower contamination rate and higher sensitivity for MGIT over solid media reflect the practice of re-processing contaminated MGIT specimens, whereas solid cultures were inoculated in parallel and not re-processed.
dDisability weight of 0.136 for HIV infection without AIDS [31], +0.1 for the burden of antiretroviral therapy.
eAssumes that TB treatment (lasting six months) results in 50% as much disability as active TB.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0004057.t002(source: https://plos.figshare.com/articles/dataset/_Parameter_Estimates_for_Cost_Effectiveness_Model_/582864)。
数据缺失?
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