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Comprehensive care plan-a method of managing home rehabilitation care for patients with COPD

机译:全面的护理计划 - 为COPD患者管理家庭康复护理的方法

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Chronic obstructive pulmonary disease (COPD) is a chronic disease with long duration and repeated attacks that is difficult to cure and requires long-term treatment and care. We propose a new patient-centered chronic disease management - comprehensive care plan, which aims to provide personalized care guidance services and comprehensive, proactive and effective management of patients with different severity of COPD. Firstly, we combine the support vector machines (SVM), decision tree (DT) and random forest (RF) algorithm to make the comprehensive evaluation of patient's condition and sent the evaluation report to the clinician to determine the severity of patient. And then, the system will provide the patient with a personalized and reasonable home rehabilitation comprehensive care plan based on the severity of patient. The model of comprehensive evaluation has been validated using data collected from 35 patients that have been marked by physicians and achieved encouraging results. At the same time, the patients with hypercapnia and the severity C/D of COPD were taken as an example to give their home care plan.
机译:慢性阻塞性肺病(COPD)是一种慢性疾病,持续时间长,难以治愈的重复攻击,并且需要长期治疗和护理。我们提出了一项新的患者为中心的慢性疾病管理 - 全面的护理计划,旨在为具有不同严重程度的COPD的患者提供个性化护理服务和全面,主动和有效的管理。首先,我们将支持向量机(SVM),决策树(DT)和随机森林(RF)算法组合,以使患者病症的综合评估,并将评估报告发送给临床医生以确定患者的严重程度。然后,该系统将为患者提供基于患者严重程度的个性化和合理的家庭康复综合保育计划。使用35名患者的数据验证了综合评估模型,这些数据已被医师标记并实现了令人鼓舞的结果。与此同时,采取了高层血症患者和COPD的严重程度C / D作为一个例子,以给他们的家庭护理计划。

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