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供医疗保健专业人员监测癌症患者病情进展的分析性探索工具。

Analytical exploratory tool for healthcare professionals to monitor cancer patients' progress.

作者信息

Valero-Ramon Zoe, Fernandez-Llatas Carlos, Collantes Gonzalo, Valdivieso Bernardo, Billis Antonis, Bamidis Panagiotis, Traver Vicente

机构信息

Institute of Information and Communication Technologies - Technological Innovation for Health and Well-being (ITACA-SABIEN), Universitat Politècnica de València, Valencia, Spain.

Department of Clinical Science, Intervention and Technology (CLINTEC), Karolinska Institutet, Stockholm, Sweden.

出版信息

Front Oncol. 2023 Jan 9;12:1043411. doi: 10.3389/fonc.2022.1043411. eCollection 2022.

Abstract

INTRODUCTION

Cancer is a primary public concern in the European continent. Due to the large case numbers and survival rates, a significant population is living with cancer needs. Consequently, health professionals must deal with complex treatment decision-making processes. In this context, a large quantity of data is collected during cancer care delivery. Once collected, these data are complex for health professionals to access to support clinical decision-making and performance review. There is a need for innovative tools that make clinical data more accessible to support cancer health professionals in these activities.

METHODS

Following a co-creation, an interactive approach thanks to the Interactive Process Mining paradigm, and data from a tertiary hospital, we developed an exploratory tool to present cancer patients' progress over time.

RESULTS

This work aims to collect and report the process of developing an exploratory analytical Interactive Process Mining tool with clinical relevance for healthcare professionals for monitoring cancer patients' care processes in the context of the LifeChamps project together with a graphical and navigable Process Indicator in the context of prostate cancer patients.

DISCUSSION

The tool presented includes Process Mining techniques to infer actual processes and present understandable results visually and navigable, looking for different types of patients, trajectories, and behaviors.

摘要

引言

癌症是欧洲大陆主要的公共关注问题。由于病例数量众多和生存率问题,相当一部分癌症患者有各种需求。因此,医疗专业人员必须应对复杂的治疗决策过程。在此背景下,癌症护理过程中会收集大量数据。一旦收集完成,这些数据对于医疗专业人员来说很复杂,难以获取以支持临床决策和绩效评估。需要创新工具使临床数据更易于获取,以支持癌症医疗专业人员开展这些活动。

方法

通过共同创造、借助交互式流程挖掘范式的交互式方法以及来自一家三级医院的数据,我们开发了一种探索性工具来展示癌症患者随时间的病情进展。

结果

这项工作旨在收集并报告开发一种具有临床相关性的探索性分析交互式流程挖掘工具的过程,该工具供医疗专业人员在LifeChamps项目背景下监测癌症患者的护理过程,同时还包括前列腺癌患者背景下的图形化且可导航的流程指标。

讨论

所展示的工具包括流程挖掘技术,用于推断实际流程,并以可视化且可导航的方式呈现易于理解的结果,以寻找不同类型的患者、病程和行为。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cc94/9869047/41b262b3c033/fonc-12-1043411-g001.jpg

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