Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19

Abstract This paper is devoted to deriving a new lifetime distribution based on a sine function to model different initial symptoms of Covid-19 patients that initially present as muscle weakness with increased Creatinine Kinase (CK), without fever or respiratory symptoms. The new distribution is cal...

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Main Authors: N. M. Kilany, A. M. Alharpy
Format: Article
Language:English
Published: Nature Portfolio 2025-06-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-98836-w
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author N. M. Kilany
A. M. Alharpy
author_facet N. M. Kilany
A. M. Alharpy
author_sort N. M. Kilany
collection DOAJ
description Abstract This paper is devoted to deriving a new lifetime distribution based on a sine function to model different initial symptoms of Covid-19 patients that initially present as muscle weakness with increased Creatinine Kinase (CK), without fever or respiratory symptoms. The new distribution is called Sinusoidal Exponential Distribution. Among its interesting properties, it has the feature of possessing a periodic hazard rate function. Some of its mathematical properties are studied, including moments, moment generating function, hazard rate function, mean residual life function, reversed failure rate and Lorenz and Bonferroni Curves. The estimation of its parameter is investigated using the maximum likelihood estimation. A simulation study is carried out to assess the performance of the obtained estimators for small and large samples. Areal-life data set is considered to illustrate the usefulness and the flexibility of the proposed distribution.
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spelling doaj-art-d98dad19fed84b7cbd9ab08b37fd72492025-08-20T03:22:49ZengNature PortfolioScientific Reports2045-23222025-06-0115111410.1038/s41598-025-98836-wSinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19N. M. Kilany0A. M. Alharpy1Mathematics and Computer Science Department, Faculty of Science, Menoufia UniversityMathematics Department, Faculty of Science, Taibah UniversityAbstract This paper is devoted to deriving a new lifetime distribution based on a sine function to model different initial symptoms of Covid-19 patients that initially present as muscle weakness with increased Creatinine Kinase (CK), without fever or respiratory symptoms. The new distribution is called Sinusoidal Exponential Distribution. Among its interesting properties, it has the feature of possessing a periodic hazard rate function. Some of its mathematical properties are studied, including moments, moment generating function, hazard rate function, mean residual life function, reversed failure rate and Lorenz and Bonferroni Curves. The estimation of its parameter is investigated using the maximum likelihood estimation. A simulation study is carried out to assess the performance of the obtained estimators for small and large samples. Areal-life data set is considered to illustrate the usefulness and the flexibility of the proposed distribution.https://doi.org/10.1038/s41598-025-98836-wTrigonometric distributionNew exponential distributionCOVID-19Elevated creatinine kinasegoodness-of-fit statistics
spellingShingle N. M. Kilany
A. M. Alharpy
Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19
Scientific Reports
Trigonometric distribution
New exponential distribution
COVID-19
Elevated creatinine kinase
goodness-of-fit statistics
title Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19
title_full Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19
title_fullStr Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19
title_full_unstemmed Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19
title_short Sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of Covid-19
title_sort sinusoidal exponential distribution for modeling elevated creatinine kinase level as the initial presentation of covid 19
topic Trigonometric distribution
New exponential distribution
COVID-19
Elevated creatinine kinase
goodness-of-fit statistics
url https://doi.org/10.1038/s41598-025-98836-w
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