心力衰竭后的诊断测试、药物处方和随访模式:一项对93,000名英国患者的队列研究
基于CPRD的93,074名新诊断心力衰竭患者队列,研究诊断测试、药物处方和随访模式的趋势与差异。

基本信息
资源简介
心力衰竭后的诊断测试、药物处方和随访模式:一项对93,000名英国患者的队列研究
【数据集背景】
本数据集源站标题为《Diagnostic tests, drug prescriptions, and follow-up patterns after incident heart failure: A cohort study of 93,000 UK patients》。配套论文《Diagnostic tests, drug prescriptions, and follow-up patterns after incident heart failure: A cohort study of 93,000 UK patients》发表于 PLOS Medicine(2019),DOI:10.1371/journal.pmed.1002805。源站首次发布:2019-05-21。
【数据内容】
源站原始描述:Background Effective management of heart failure is complex, and ensuring evidence-based practice presents a major challenge to health services worldwide. Over the past decade, the United Kingdom introduced a series of national initiatives to improve evidence-based heart failure management, including a landmark pay-for-performance scheme in primary care and a national audit in secondary care started in 2004 and 2007, respectively. Quality improvement efforts have been evaluated within individual…
【数据结构与技术规格】
文件数 14 个,合计 682.41 KB。pmed.1002805.s001.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,36.03 KB。pmed.1002805.s002.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,44.40 KB。pmed.1002805.s003.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,36.15 KB。数据集 DOI:10.1371/journal.pmed.1002805。
【主题与分类】
源站学科分类:Medicine、Biotechnology、Cancer、Mental Health、Infectious Diseases、Computational Biology。主题标签:RR、angiotensin receptor blockers、incident heart failure、heart failure patients、ejection fraction values、retrospective population-based study、heart failure、CPRD、UK、Quality improvement efforts。
【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/Diagnostic_tests_drug_prescriptions_and_follow-up_patterns_after_incident_heart_failure_A_cohort_study_of_93_000_UK_patients/8160323
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Conrad, Nathalie; Judge, Andrew; Canoy, Dexter; Tran, Jenny; O’Donnell, Johanna; Nazarzadeh, Milad; et al. (2019). Diagnostic tests, drug prescriptions, and follow-up patterns after incident heart failure: A cohort study of 93,000 UK patients. PLOS Medicine. Dataset
【使用注意】
· 源站最后修改于 2023-06-01,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:Diagnostic tests, drug prescriptions, and follow-up patterns after incident heart failure: A cohort study of 93,000 UK patients
- DOI:10.1371/journal.pmed.1002805
- 发布日期:2019-05-21
- 文件数:14 个
- 文件总体积:682.41 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Diagnostic_tests_drug_prescriptions_and_follow-up_patterns_after_incident_heart_failure_A_cohort_study_of_93_000_UK_patients/8160323
命令行下载
curl -L -o "pmed.1002805.s001.docx" "https://ndownloader.figshare.com/files/15204788"
curl -L -o "pmed.1002805.s002.docx" "https://ndownloader.figshare.com/files/15204791"
curl -L -o "pmed.1002805.s003.docx" "https://ndownloader.figshare.com/files/15204797"
curl -L -o "pmed.1002805.s004.docx" "https://ndownloader.figshare.com/files/15204800"
curl -L -o "pmed.1002805.s005.docx" "https://ndownloader.figshare.com/files/15204806"
curl -L -o "pmed.1002805.s006.docx" "https://ndownloader.figshare.com/files/15204809"
curl -L -o "pmed.1002805.s007.docx" "https://ndownloader.figshare.com/files/15204815"
curl -L -o "pmed.1002805.s008.docx" "https://ndownloader.figshare.com/files/15204818"
文件清单
pmed.1002805.s001.docx(36.03 KB)pmed.1002805.s002.docx(44.40 KB)pmed.1002805.s003.docx(36.15 KB)pmed.1002805.s004.docx(21.23 KB)pmed.1002805.s005.docx(38.59 KB)pmed.1002805.s006.docx(59.82 KB)pmed.1002805.s007.docx(45.79 KB)pmed.1002805.s008.docx(50.75 KB)pmed.1002805.s009.docx(60.01 KB)pmed.1002805.s010.docx(49.33 KB)pmed.1002805.s011.docx(49.45 KB)pmed.1002805.s012.docx(47.07 KB)pmed.1002805.s013.docx(45.44 KB)pmed.1002805.s014.docx(98.35 KB)
文件总体积 682.41 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
Effective management of heart failure is complex, and ensuring evidence-based practice presents a major challenge to health services worldwide. Over the past decade, the United Kingdom introduced a series of national initiatives to improve evidence-based heart failure management, including a landmark pay-for-performance scheme in primary care and a national audit in secondary care started in 2004 and 2007, respectively. Quality improvement efforts have been evaluated within individual clinical settings, but patterns of care across its continuum, although a critical component of chronic disease management, have not been studied. We have designed this study to investigate patients’ trajectories of care around the time of diagnosis and their variation over time by age, sex, and socioeconomic status.
Methods and findings
For this retrospective population-based study, we used linked primary and secondary health records from a representative sample of the UK population provided by the Clinical Practice Research Datalink (CPRD). We identified 93,074 individuals newly diagnosed with heart failure between 2002 and 2014, with a mean age of 76.7 years and of which 49% were women. We examined five indicators of care: (i) diagnosis care setting (inpatient or outpatient), (ii) posthospitalisation follow-up in primary care, (iii) diagnostic investigations, (iv) prescription of essential drugs, and (v) drug treatment dose. We used Poisson and linear regression models to calculate category-specific risk ratios (RRs) or adjusted differences and 95% confidence intervals (CIs), adjusting for year of diagnosis, age, sex, region, and socioeconomic status. From 2002 to 2014, indicators of care presented diverging trends. Outpatient diagnoses and follow-up after hospital discharge in primary care declined substantially (ranging from 56% in 2002 to 36% in 2014, RR 0.64 [0.62, 0.67] and 20% to 14%, RR 0.73 [0.65, 0.82], respectively). Primary care referral for diagnostic investigations and appropriate initiation of beta blockers and angiotensin-converting–enzyme inhibitors (ACE-Is) or angiotensin receptor blockers (ARBs) both increased significantly (37% versus 82%, RR 2.24 [2
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pmed.1002805(source: https://plos.figshare.com/articles/dataset/Diagnostic_tests_drug_prescriptions_and_follow-up_patterns_after_incident_heart_failure_A_cohort_study_of_93_000_UK_patients/8160323)。
数据缺失?
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