학술논문

Juxtaposing Medical Centers Using Different Questionnaires Through Score Predictors
Document Type
article
Source
Frontiers in Neuroscience, Vol 16 (2022)
Subject
tinnitus
networks
similarity
socio-demographics
adherence
predictive modeling
Neurosciences. Biological psychiatry. Neuropsychiatry
RC321-571
Language
English
ISSN
1662-453X
Abstract
BackgroundChronic tinnitus is a clinically multidimensional phenomenon that entails audiological, psychological and somatosensory components. Previous research has demonstrated age and female gender as potential risk factors, although studies to this regard are heterogeneous. Moreover, whilst recent research has begun to identify clinical “phenotypes,” little is known about differences in patient population profiles at geographically separated and specialized treatment centers. Identifying such differences might prevent potential biases in joint randomized controlled trials (RCTs) and allow for population-specific treatment adaptations.MethodTwo German tinnitus treatment centers were compared regarding pre-treatment data distributions of their patient population bases. To identify overlapping as well as center-specific factors, juxtaposition-, similarity-, and meta-data-based methods were applied.ResultsBetween centers, significant differences emerged. One center demonstrated some predictive power of the patients of the other center with regard to questionnaire score after treatment, indicating similarities in treatment response across center populations. Furthermore, adherence to the completion of the questionnaires was found to be an important factor in predicting post-treatment data.DiscussionDifferential age and gender distributions per center should be considered as regards RCT design and individualized treatment planning.