多重耐药菌对成人医疗相关感染经济和临床结果影响的系统综述与meta分析

多重耐药菌医疗相关感染对成人住院费用、住院时间和死亡率的系统综述与meta分析数据集。

NIAID Data Ecosystem
浏览 14
文本Conclusions MDR HAIMDR HAIimpactRRmortalityCRDROMreviewantibiotic susceptibility testingTrial registration PROSPEROCI19 articles length
Impact of multi-drug resistant bacteria on economic and clinical outcomes of healthcare-associated infections in adults: Systematic review and meta-analysis

基本信息

模态
文本
大小
0.000259015 GB
许可
CC BY 4.0
创建/更新时间
2026-10-07
版本
v1

资源简介

多重耐药菌对成人医疗相关感染经济和临床结果影响的系统综述与meta分析

【一句话概览】

本数据集是 figshare 公开的文本数据集,收录 7 个文件、合计 259.01 KB,主题涵盖 Conclusions MDR HAI、MDR HAI、impact、RR、mortality,可用于医学自然语言处理(实体识别、信息抽取等),CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Impact of multi-drug resistant bacteria on economic and clinical outcomes of healthcare-associated infections in adults: Systematic review and meta-analysis》。配套论文《Impact of multi-drug resistant bacteria on economic and clinical outcomes of healthcare-associated infections in adults: Systematic review and meta-analysis》发表于 PLOS ONE(2020),DOI:10.1371/journal.pone.0227139。源站首次发布:2020-01-10。

【数据内容】

源站原始描述:Background Infections with multidrug resistant (MDR) bacteria in hospital settings have substantial implications in terms of clinical and economic outcomes. However, due to clinical and methodological heterogeneity, estimates about the attributable economic and clinical effects of healthcare-associated infections (HAI) due to MDR microorganisms (MDR HAI) remain unclear. The objective was to review and synthesize the evidence on the impact of MDR HAI in adults on hospital costs, length of stay, a…

文件 pone.0227139.s002.r 为文本内容,开头为:#install.packages("meta") library(meta) # set wd setwd("C:\\Users\\yourname\\yourfolder") Load library library(ggplot2) library(ggsci) library(…

【数据结构与技术规格】

文件数 7 个,合计 259.01 KB。pone.0227139.s001.doc:application/msword,65.54 KB。pone.0227139.s002.r:text/plain,1.84 KB。pone.0227139.s003.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,16.12 KB。数据集 DOI:10.1371/journal.pone.0227139。

【主题与分类】

源站学科分类:Medicine、Microbiology、Biotechnology、Cancer、Science Policy、Infectious Diseases。主题标签:Conclusions MDR HAI、MDR HAI、impact、RR、mortality、CRD、ROM、review、antibiotic susceptibility testing、Trial registration PROSPERO。

【适用方向】

文本类数据可用于医学自然语言处理,如命名实体识别、信息抽取与文本分类。

【获取与许可】

源站页面:https://plos.figshare.com/articles/dataset/Impact_of_multi-drug_resistant_bacteria_on_economic_and_clinical_outcomes_of_healthcare-associated_infections_in_adults_Systematic_review_and_meta-analysis/11572422

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Serra-Burriel, Miquel; Keys, Matthew; Campillo-Artero, Carlos; Agodi, Antonella; Barchitta, Martina; Gikas, Achilleas; et al. (2020). Impact of multi-drug resistant bacteria on economic and clinical outcomes of healthcare-associated infections in adults: Systematic review and meta-analysis. PLOS ONE…

【使用注意】

· 源站最后修改于 2023-06-01,引用时请注意版本时效。

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从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

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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。

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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)

命令行下载

curl -L -o "pone.0227139.s001.doc" "https://ndownloader.figshare.com/files/20816844"
curl -L -o "pone.0227139.s002.r" "https://ndownloader.figshare.com/files/20816847"
curl -L -o "pone.0227139.s003.xlsx" "https://ndownloader.figshare.com/files/20816850"
curl -L -o "pone.0227139.s004.docx" "https://ndownloader.figshare.com/files/20816853"
curl -L -o "pone.0227139.s005.docx" "https://ndownloader.figshare.com/files/20816856"
curl -L -o "pone.0227139.s006.docx" "https://ndownloader.figshare.com/files/20816859"
curl -L -o "pone.0227139.s007.docx" "https://ndownloader.figshare.com/files/20816862"

文件清单

  • pone.0227139.s001.doc(65.54 KB)
  • pone.0227139.s002.r(1.84 KB)
  • pone.0227139.s003.xlsx(16.12 KB)
  • pone.0227139.s004.docx(127.59 KB)
  • pone.0227139.s005.docx(16.47 KB)
  • pone.0227139.s006.docx(17.52 KB)
  • pone.0227139.s007.docx(13.93 KB)

文件总体积 259.01 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
Infections with multidrug resistant (MDR) bacteria in hospital settings have substantial implications in terms of clinical and economic outcomes. However, due to clinical and methodological heterogeneity, estimates about the attributable economic and clinical effects of healthcare-associated infections (HAI) due to MDR microorganisms (MDR HAI) remain unclear. The objective was to review and synthesize the evidence on the impact of MDR HAI in adults on hospital costs, length of stay, and mortality at discharge.
Methods and findings
Literature searches were conducted in PubMed/MEDLINE, and Google Scholar databases to select studies that evaluated the impact of MDR HAI on economic and clinical outcomes. Eligible studies were conducted in adults, in order to ensure homogeneity of populations, used propensity score matched cohorts or included explicit confounding control, and had confirmed antibiotic susceptibility testing. Risk of bias was evaluated, and effects were measured with ratios of means (ROM) for cost and length of stay, and risk ratios (RR) for mortality. A systematic search was performed on 14th March 2019, re-run on the 10th of June 2019 and extended the 3rd of September 2019. Small effect sizes were assessed by examination of funnel plots. Sixteen articles (6,122 patients with MDR HAI and 8,326 patients with non-MDR HAI) were included in the systematic review of which 12 articles assessed cost, 19 articles length of stay, and 14 mortality. Compared to susceptible infections, MDR HAI were associated with increased cost (ROM 1.33, 95%CI [1.15; 1.54]), prolonged length of stay (ROM 1.27, 95%CI [1.18; 1.37]), and excess in-hospital mortality (RR 1.61, 95%CI [1.36; 1.90]) in the random effects models. Risk of publication bias was only found to be significant for mortality, and overall study quality good.
Conclusions
MDR HAI appears to be strongly associated with increases in direct cost, prolonged length of stay and increased mortality. However, further comprehensive studies in this setting are warranted.
Trial registration
PROSPERO (CRD42019126288).

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0227139(source: https://plos.figshare.com/articles/dataset/Impact_of_multi-drug_resistant_bacteria_on_economic_and_clinical_outcomes_of_healthcare-associated_infections_in_adults_Systematic_review_and_meta-analysis/11572422)。

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⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

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