临床编码员对压力性损伤编码的观点(澳大利亚维多利亚州急性护理服务)

关于澳大利亚维多利亚州急性护理服务中临床编码员对压力性损伤编码挑战的访谈研究数据集,包含16名编码员观点。

NIAID Data Ecosystem
浏览 13
文本clinical codersquality assurance–healthcareclinical records documentationpressure injury (ulcer)pressure injury documentingacute care serviceselectronic medical record (EMR)coding standard
Data_Sheet_1_Clinical Coders' Perspectives on Pressure Injury Coding in Acute Care Services in Victoria, Australia.pdf

基本信息

模态
文本
大小
0.000127317 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

临床编码员对压力性损伤编码的观点(澳大利亚维多利亚州急性护理服务)

【一句话概览】

本数据集是 figshare 公开的文本数据集,收录 1 个文件、合计 127.32 KB,主题涵盖 clinical coders、quality assurance–healthcare、clinical records documentation、pressure injury (ulcer)、pressure injury documenting,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《Data_Sheet_1_Clinical Coders'' Perspectives on Pressure Injury Coding in Acute Care Services in Victoria, Australia.pdf》。配套论文《Pressure injury data in Australian acute care settings: A comparison of three data sets》发表于 International Wound Journal(2020),DOI:10.1111/iwj.13320。源站首次发布:2022-06-01。

【数据内容】

源站原始描述:Pressure injuries (PIs) substantively impact quality of care during hospital stays, although only when they are severe or acquired as a result of the hospital stay are they reported as quality indicators. Globally, researchers have repeatedly highlighted the need to invest more in quality improvement, risk assessment, prevention, early detection, and care for PI to avoid the higher costs associated with treatment of PI. Coders'' perspectives on quality assurance of the clinical coded PI data have…

【数据结构与技术规格】

文件数 1 个,合计 127.32 KB。Data_Sheet_1_Clinical Coders'' Perspectives on Pressure Injury Coding in Acute Care Services in Victoria, Australia.pdf:application/pdf,127.32 KB。数据集 DOI:10.3389/fpubh.2022.893482.s001。

【主题与分类】

源站学科分类:Aboriginal and Torres Strait Islander Health、Aged Health Care、Care for Disabled、Community Child Health、Environmental and Occupational Health and Safety、Epidemiology。主题标签:clinical coders、quality assurance–healthcare、clinical records documentation、pressure injury (ulcer)、pressure injury documenting、acute care services、electronic medical record (EMR)、coding standard。

【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://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Clinical_Coders_Perspectives_on_Pressure_Injury_Coding_in_Acute_Care_Services_in_Victoria_Australia_pdf/19947152

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

规范引用:Weller, Carolina Dragica; Turnour, Louise; Connelly, Elizabeth; Banaszak-Holl, Jane; Team, Victoria (2022). Data_Sheet_1_Clinical Coders'' Perspectives on Pressure Injury Coding in Acute Care Services in Victoria, Australia.pdf. Frontiers. Dataset

【使用注意】

· 源站最后修改于 2023-05-31,引用时请注意版本时效。

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

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。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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。

免登录

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。

免费样本无法满足模型训练要求?千方提供经三甲医院脱敏、带病理回证与专家标注的商业级专病数据集。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "Data_Sheet_1_Clinical Coders'' Perspectives on Pressure Injury Coding in Acute Care Services in Victoria, Australia.pdf" "https://ndownloader.figshare.com/files/35496680"

文件清单

  • Data_Sheet_1_Clinical Coders'' Perspectives on Pressure Injury Coding in Acute Care Services in Victoria, Australia.pdf(127.32 KB)

文件总体积 127.32 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

Pressure injuries (PIs) substantively impact quality of care during hospital stays, although only when they are severe or acquired as a result of the hospital stay are they reported as quality indicators. Globally, researchers have repeatedly highlighted the need to invest more in quality improvement, risk assessment, prevention, early detection, and care for PI to avoid the higher costs associated with treatment of PI. Coders’’ perspectives on quality assurance of the clinical coded PI data have never been investigated. This study aimed to explore challenges that hospital coders face in accurately coding and reporting PI data and subsequently, explore reasons why data sources may vary in their reporting of PI data. This article is based upon data collected as part of a multi-phase collaborative project to build capacity for optimizing PI prevention across Monash Partners health services. We have conducted 16 semi-structured phone interviews with clinical coders recruited from four participating health services located in Melbourne, Australia. One of the main findings was that hospital coders often lacked vital information in clinicians’’ records needed to code PI and report quality indicators accurately and highlighted the need for quality improvement processes for PI clinical documentation. Nursing documentation improvement is a vital component of the complex capacity building programs on PI prevention in acute care services and is relied on by coders. Coders reported the benefit of inter-professional collaborative workshops, where nurses and coders shared their perspectives. Collaborative workshops had the potential to improve coders’’ knowledge of PI classification and clinicians’’ understanding of what information should be included when documenting PI in the medical notes. Our findings identified three methods of quality assurance were important to coders to ensure accuracy of PI reporting: (1) training prior to initiation of coding activity and (2) continued education, and (3) audit and feedback communication about how to handle specific complex cases and complex documentation. From a behavioral perspective, most of the coders reported confidence in their own

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fpubh.2022.893482.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Clinical_Coders_Perspectives_on_Pressure_Injury_Coding_in_Acute_Care_Services_in_Victoria_Australia_pdf/19947152)。

需要用于商业化训练或医疗器械注册(NMPA/FDA)?

公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连,提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。