scholarly journals Prediction Model for Health-Related Quality of Life of Elderly with Chronic Diseases using Machine Learning Techniques

2014 ◽  
Vol 20 (2) ◽  
pp. 125 ◽  
Author(s):  
Soo-Kyoung Lee ◽  
Youn-Jung Son ◽  
Jeongeun Kim ◽  
Hong-Gee Kim ◽  
Jae-Il Lee ◽  
...  
Author(s):  
Lisa Van Wilder ◽  
Brecht Devleesschauwer ◽  
Els Clays ◽  
Stefanie De Buyser ◽  
Johan Van der Heyden ◽  
...  

Abstract Background Chronic diseases and multimorbidity are a major cause of disease burden—for patients, caregivers, and society. Little is known however about potential interaction effects between specific disease combinations. Besides an additive effect, the presence of multiple conditions could also act synergistically or antagonistically regarding the impact on patients’ health-related quality of life (HRQoL). The aim was to estimate the impact of coexisting chronic diseases on HRQoL of the adult general Belgian population. Methods The Belgian Health Interview Survey 2018 provided data on self-reported chronic conditions and HRQoL (EQ-5D-5L) for a nationally representative sample. Linear mixed models were used to analyze two-way and three-way interactions of disease combinations on HRQoL. Results Multimorbidity had a prevalence of 46.7% (≥ 2 conditions) and 29.7% (≥ 3 conditions). HRQoL decreased considerably with the presence of multiple chronic diseases. 14 out of 41 dyad combinations and 5 out of 13 triad combinations showed significant interactions, with a dominant presence of negative/synergistic effects. Positive/antagonistic effects were found in more subjective chronic diseases such as depression and chronic fatigue. Conditions appearing the most frequently in significant disease pair interactions were dorsopathies, respiratory diseases, and arthropathies. Conclusions Diverse multimorbidity patterns, both dyads and triads, were synergistically or antagonistically associated with lower HRQoL. Tackling the burden of multimorbidity is needed, especially because most disease combinations affect each other synergistically, resulting in a greater reduction in HRQoL. Further knowledge about those multimorbidity patterns with a greater impact on HRQoL is needed to better understand disease burden beyond mortality and morbidity data.


2018 ◽  
Vol 26 (0) ◽  
Author(s):  
Nadia Carolina Reina-Gamba ◽  
Miguel Richart-Martinez ◽  
Julio Cabrero-García

ABSTRACT Objective: to describe the cross-cultural validation process of the “DISABKIDS” questionnaire in Colombia, for both the children and adolescents’ version and the parents’ version, an instrument intended to measure the health-related quality of life of Colombian children and adolescents with chronic diseases. Method: the cross-cultural validation process was conducted according to an international consensual systematic methodology, called standardized linguistic validation, to ensure linguistic equivalence with the original questionnaire. Results: the pretest’s cognitive interviews revealed a need to adjust the questionnaire, which consisted of asking for “health condition” rather than only asking for “condition”. Due to the cultural context, the word “condition” used in the original version, when translated to Spanish, refers to socioeconomic conditions rather than health conditions. For this reason, 11 items in the children’s version and eight items in the parents’ version were adjusted. Conclusions: the Colombian version of DISABKIDS-37 to measure health-related quality of life among children and adolescents with chronic diseases in both the children’s and parents’ versions is equivalent to the original version and is appropriate for use in Colombia. Future studies can assess the questionnaire’s psychometric properties.


2019 ◽  
Vol 24 (3) ◽  
pp. 248-256 ◽  
Author(s):  
Akbar Rostamabadi ◽  
Mehdi Jahangiri ◽  
Bahram Naderi Mansourabadi ◽  
Marzieh Javid ◽  
Mohammad Ghorbani ◽  
...  

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