中国西南部初级医疗机构抗生素过度使用和误用的临床模式
该数据集包含2018年中国贵州农村16家初级医疗机构74,648份抗生素处方记录,用于分析抗生素过度使用和误用的临床模式及影响因素。

基本信息
资源简介
中国西南部初级医疗机构抗生素过度使用和误用的临床模式
【数据集背景】
本数据集源站标题为《Clinical pattern of antibiotic overuse and misuse in primary healthcare hospitals in the southwest of China》。配套论文《Clinical pattern of antibiotic overuse and misuse in primary healthcare hospitals in the southwest of China》发表于 PLOS ONE(2019),DOI:10.1371/journal.pone.0214779。源站首次发布:2019-06-26。
【数据内容】
源站原始描述:Purpose Overuse and misuse of antibiotics are the primary risk factors for antibiotics resistance. Inadequate professional competence of primary care physicians might exacerbate these problems in China. This retrospective study aims to document the clinical pattern of antibiotics use and its overuse and misuse rates in rural primary care institutions and to evaluate the association between antibiotics use and characteristics of physicians and their patients. Methods Medical records from 16 prima…
【数据结构与技术规格】
文件数 2 个,合计 8.10 MB。pone.0214779.s001.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,20.96 KB。数据集 DOI:10.1371/journal.pone.0214779。
【主题与分类】
源站学科分类:Medicine、Microbiology、Pharmacology、Biotechnology、Science Policy、Infectious Diseases。主题标签:antibiotics use、Methods Medical records、Health Information System、China Purpose Overuse。
【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/Clinical_pattern_of_antibiotic_overuse_and_misuse_in_primary_healthcare_hospitals_in_the_southwest_of_China/8327573
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Chang, Yue; Chusri, Sarunyou; Sangthong, Rassamee; McNeil, Edward; Hu, Jiaqi; Du, Wei; et al. (2019). Clinical pattern of antibiotic overuse and misuse in primary healthcare hospitals in the southwest of China. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-06-04,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:Clinical pattern of antibiotic overuse and misuse in primary healthcare hospitals in the southwest of China
- DOI:10.1371/journal.pone.0214779
- 发布日期:2019-06-26
- 文件数:2 个
- 文件总体积:8.10 MB
- 源站页面:https://plos.figshare.com/articles/dataset/Clinical_pattern_of_antibiotic_overuse_and_misuse_in_primary_healthcare_hospitals_in_the_southwest_of_China/8327573
命令行下载
curl -L -o "pone.0214779.s001.docx" "https://ndownloader.figshare.com/files/15608399"
curl -L -o "pone.0214779.s002.xlsx" "https://ndownloader.figshare.com/files/15608402"
文件清单
pone.0214779.s001.docx(20.96 KB)pone.0214779.s002.xlsx(8.08 MB)
文件总体积 8.10 MB(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
Purpose
Overuse and misuse of antibiotics are the primary risk factors for antibiotics resistance. Inadequate professional competence of primary care physicians might exacerbate these problems in China. This retrospective study aims to document the clinical pattern of antibiotics use and its overuse and misuse rates in rural primary care institutions and to evaluate the association between antibiotics use and characteristics of physicians and their patients.
Methods
Medical records from 16 primary care hospitals in rural areas of Guizhou province, China were obtained from the Health Information System in 2018. Classification of unnecessary use, incorrect spectrum of antibiotic, escalated use of extended spectrum and combined antibiotics use was based on the Guiding Principle of Clinical Use of Antibiotics (2015, China) and guidelines from the US Centers for Disease Control and Prevention. Generalized Estimating Equations were employed to determine predictive factors for inappropriate antibiotics use.
Results
A total of 74,648 antibiotics prescriptions were retrieved. Uncomplicated respiratory infection was the most common disease accounting for 58.6% of all prescriptions. The main antibiotic group used was penicillins (51.5%) followed by cephalosporins and macrolides (14% each). Of 57,009 patient visits, only 8.7% of the antibiotic prescriptions were appropriate. Combined use, escalated use of extended spectrum antibiotics, incorrect spectrum and unnecessary antibiotics use was found in 7.8%, 1.9%, 4.3% and 77.3% of patient visits, respectively, of which 28.7% were given intravenously. Antibiotics misuse was significantly more likely among newly employed physicians with lower levels of professional education. Adult patients and those who had public insurance had a higher risk of being prescribed unnecessary antibiotics.
Conclusion
Overuse of antibiotics for uncomplicated respiratory infection and use of cephalosporins, macrolides and injection antibiotics in primary care are the major problems of clinical practice in rural areas of Guizhou.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0214779(source: https://plos.figshare.com/articles/dataset/Clinical_pattern_of_antibiotic_overuse_and_misuse_in_primary_healthcare_hospitals_in_the_southwest_of_China/8327573)。
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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