非黑色素瘤皮肤癌切除与破坏治疗异常表现与皮肤科医生经验和地理区域的关系数据集

数据集获取（Figshare）

• 源站标题：Years of dermatology experience and geographic region are associated with outlier performance of excision or destruction for nonmelanoma skin cancer
• DOI：10.6084/m9.figshare.22586174.v1
• 发布日期：2023-04-11
• 文件数：3 个
• 文件总体积：178.11 KB
• 源站页面：https://tandf.figshare.com/articles/dataset/Years_of_dermatology_experience_and_geographic_region_are_associated_with_outlier_performance_of_excision_or_destruction_for_nonmelanoma_skin_cancer/22586174

命令行下载

curl -L -o "IJDT 2192839_Supplemental Digital Content 1.pdf" "https://ndownloader.figshare.com/files/40096601"
curl -L -o "IJDT 2192839_Supplemental Digital Content 2.pdf" "https://ndownloader.figshare.com/files/40096604"
curl -L -o "IJDT 2192839_Supplemental Digital Content 3.pdf" "https://ndownloader.figshare.com/files/40096607"

文件清单

• IJDT 2192839_Supplemental Digital Content 1.pdf（63.95 KB）
• IJDT 2192839_Supplemental Digital Content 2.pdf（58.80 KB）
• IJDT 2192839_Supplemental Digital Content 3.pdf（55.36 KB）

文件总体积 178.11 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

Treatments for nonmelanoma skin cancer (NMSC) include excision (surgical removal) and destruction (cryotherapy or curettage with or without electrodesiccation) in addition to other methods. Although cure rates are similar between excision and destruction for low-risk NMSCs, excision is substantially more expensive. Performing destruction when appropriate can reduce costs while providing comparable cure rate and cosmesis.
To identify characteristics associated with exclusive (outlier) performance of excision or destruction for NMSC.
The study consisted of malignant excision and destruction procedures submitted by dermatologists to Medicare in 2019. Proportions of services for each method were analyzed with respect to geographic region, years of dermatology experience, median income of the practice zip code, and rural-urban commuting area (RUCA) code.
Fewer years of experience predicted a higher proportion of excisions (R2 = 0.7, p Dermatologists with less experience or in certain geographic regions performed more malignant excision relative to destruction. As the older population of dermatologists retires, the cost of care for NMSC may increase.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.22586174.v1（source: https://tandf.figshare.com/articles/dataset/Years_of_dermatology_experience_and_geographic_region_are_associated_with_outlier_performance_of_excision_or_destruction_for_nonmelanoma_skin_cancer/22586174）。