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Multivariate Longitudinal Data Analysis of Respiratory rate, Pulse rate and Oxygen saturation among under five Pneumonia Patients in Jimma University Medical Center, Jimma, Ethiopia

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dc.contributor.author Bikiltu Gemechu
dc.contributor.author Akalu Banbeta
dc.contributor.author Yasin Negash
dc.date.accessioned 2023-11-03T13:06:09Z
dc.date.available 2023-11-03T13:06:09Z
dc.date.issued 2023-07
dc.identifier.uri https://repository.ju.edu.et//handle/123456789/8766
dc.description.abstract Background: Pneumonia is a kind of acute respiratory infection that affects the lungs. pneumonia was the biggest cause of mortality in children under the age of five years. Objective: The aim of the study is to identify factors that can affect the respiratory rate, pulse rate and oxygen saturation of under-five pneumonia patients admitted at Jimma University Medical Center,Jimma, Ethiopia, using multivariate longitudinal analysis. Methods: This study used secondary data extracted from patient chart follow-up format as a data extraction tool. Hospital based retrospective cohort study was conducted from October 01, 2022 up to March 30, 2023. A univariate linear mixed-effects model and the multivariate linear mixed model, was fitted to identify the covariates which have significant effect on the mean change of respiratory rate, pulse rate and oxygen saturation measurements over time separately and jointly respectively. Results: On average, both respiratory rate and pulse rate show a decreasing pattern over time, whereas oxygen saturation shows an increasing pattern over time. pneumonia patients who had comorbidity diseases significantly increased the average of respiratory rate and pulse rate, while it decreased the average of oxygen saturations as compared to pneumonia patients who had no comorbidity diseases. Patients who have mild-severe and severe pneumonia at the baseline increase the average values of respiratory rate and pulse rate. whereas , decreases the average values of oxygen saturation as compared to non-severe pneumonia patients. As the visiting time increases, the average values of respiratory rate and pulse rate decreased, whereas the average value of oxygen saturation increased through visit time. Conclusion: The multivariate mixed effects model result indicates that time , presence of comorbidity and severity status are significant factors for average respiratory rate,pulse rate and oxygen saturation. When the multivariate joint model is compared with the separate model, the multivariate joint model fitted the data better than the separate model. Health professionals should give attention to pneumonia patients who had comorbidity of diseases in the ward. en_US
dc.language.iso en_US en_US
dc.subject Pneumonia en_US
dc.subject Respiratory rate en_US
dc.subject Pulse rate en_US
dc.subject Oxygen saturation en_US
dc.title Multivariate Longitudinal Data Analysis of Respiratory rate, Pulse rate and Oxygen saturation among under five Pneumonia Patients in Jimma University Medical Center, Jimma, Ethiopia en_US
dc.type Thesis en_US


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