Towards Adapting Questionnaires for Long-Term Online Dynamic Monitoring of Patients

Farhat-ul-Ain, V. Tomberg, Hugo Silva
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Abstract

Dynamic monitoring of psychological constructs (e.g., emotions, self-efficacy, motivation) is essential for patients diagnosed with long-term medical conditions to promote health and well-being. Psychometrically validated paper-based questionnaires are not efficient for indicating dynamic changes and require face-to-face administration. Digital adaptation of questionnaires offers a potential solution for dynamic monitoring. Digital monitoring also has constraints, e.g., they need to deal with multiple questionnaires measuring the same psychological constructs and different target age groups. Selecting the appropriate questionnaires for digitalization is critical for measuring psychological changes. However, there is no methodological approach for adapting multiple questionnaires for digitalization. The current study aimed at a generalized methodological approach for designing a digital questionnaire-based engine for dynamic, long-term online health monitoring. A four-step methodological approach is proposed and utilized: i) Selecting and reviewing questionnaires based on specific characteristics (e.g., number of questions and sub-types, target age of patients); ii) Development of a conceptual hierarchy of constructs based on an appropriate psychological model (to facilitate the selection of a set of questions and sub-constructs); iii) Putting the pool of questions with markups into one database, and iv) Designing system rules that allow the clinician to select constructs and support the delivery of the appropriate questions to specific patients. A case study on diabetes has been selected to benchmark the application of the methodological approach. Thirty-four questionnaires measuring psychological constructs for children with diabetes were reviewed based on the specific characteristics, and eighteen questionnaires were selected. Next, the sub-construct for each variable was linked with an existing psychological model. Lastly, questionnaires were combined into one pool of questions intended for the dynamic monitoring of patients. As a result, we propose an approach to design dynamic, long-term online health monitoring questionnaires that can be defined on the level of system requirements.
适应问卷对患者长期在线动态监测的探讨
动态监测心理结构(如情绪、自我效能、动机)对于诊断为长期疾病的患者促进健康和福祉至关重要。心理测量学验证的纸质问卷对于表明动态变化并不有效,并且需要面对面的管理。调查问卷的数字化改编为动态监测提供了一种潜在的解决方案。数字监测也有限制,例如,他们需要处理测量相同心理结构和不同目标年龄组的多个问卷。选择合适的问卷进行数字化是测量心理变化的关键。然而,没有方法方法来调整多个问卷的数字化。目前的研究旨在设计一个基于数字问卷的动态、长期在线健康监测引擎的通用方法。提出并使用了四步方法学方法:i)根据具体特征(如问题数量和子类型、患者目标年龄)选择和审查问卷;ii)在适当的心理模型基础上发展构念的概念层次(以方便选择一组问题和子构念);iii)将带有标记的问题池放入一个数据库,iv)设计系统规则,允许临床医生选择结构并支持向特定患者提供适当的问题。一个关于糖尿病的案例研究已经被选择作为方法方法应用的基准。根据糖尿病儿童的具体特点,对34份测量心理构念的问卷进行了回顾,筛选出18份问卷。接下来,每个变量的子结构与现有的心理模型相关联。最后,将问卷合并为一个问题池,用于对患者进行动态监测。因此,我们提出了一种设计动态的、长期的在线健康监测问卷的方法,这些问卷可以在系统需求的层面上进行定义。
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