美国人口普查区域低危前列腺癌主动监测使用差异数据表

数据集获取（Figshare）

• 源站标题：Data_Sheet_1_Variation in the Use of Active Surveillance for Low-Risk Prostate Cancer Across US Census Regions.PDF
• DOI：10.3389/fonc.2021.644885.s001
• 发布日期：2021-05-19
• 文件数：1 个
• 文件总体积：37.66 KB
• 源站页面：https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Variation_in_the_Use_of_Active_Surveillance_for_Low-Risk_Prostate_Cancer_Across_US_Census_Regions_PDF/14615910

命令行下载

curl -L -o "Data_Sheet_1_Variation in the Use of Active Surveillance for Low-Risk Prostate Cancer Across US Census Regions.PDF" "https://ndownloader.figshare.com/files/28064229"

文件清单

• Data_Sheet_1_Variation in the Use of Active Surveillance for Low-Risk Prostate Cancer Across US Census Regions.PDF（37.66 KB）

文件总体积 37.66 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

Substantial geographic variation in healthcare practices exist. Active surveillance (AS) has emerged as a critical tool in the management of men with low-risk prostate cancer. Whether there have been regional differences in adoption is largely unknown. The SEER “Prostate with Watchful Waiting Database” was used to identify patients diagnosed with localized low-risk prostate cancer and managed with AS across US census regions between 2010 and 2016. Multivariable logistic regression models were used to determine the impact of region on undergoing AS and factors associated with AS use within each US census region. Between 2010 and 2016, the proportion of men managed with AS increased from 20.8% to 55.9% in the West, 11.5% to 50.0% in Northeast, 9.9% to 43.4% in the South and 15.1% to 56.2% in Midwest (p < 0.0001). On multivariable analysis, as compared to the West, men in all regions were less likely to undergo AS (p < 0.001). Black men in the West (OR 1.36, 95%CI 1.25–1.49) and Midwest (OR 1.62, 95%CI 1.35–1.95) were more likely to undergo AS, but less likely in Northeast (OR 0.80, 95%CI 0.69–0.92). Men with higher socioeconomic status (SES) were more likely to undergo AS in the West (OR 1.47, 95%CI 1.39–1.55), Northeast (OR 1.57, 95%CI 1.36–1.81), and South (OR 1.24, 95%CI 1.13–1.37) but not in the Midwest (OR 0.85, 95%CI 0.73–0.98). We found striking regional differences in the uptake of AS according to race and SES. Geography must be taken into consideration when assessing barriers to AS use.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fonc.2021.644885.s001（source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Variation_in_the_Use_of_Active_Surveillance_for_Low-Risk_Prostate_Cancer_Across_US_Census_Regions_PDF/14615910）。