Bayesian modelling of oxygen saturation (SpO2) of cardiac patients using the asymmetric generalized error distribution

The estimated shape parameters of AGED are significant [Formula: see text] (95% CI: 2.31, 2.58) which is degree of asymmetry, and [Formula: see text] (95% CI: 3.18, 3.46) is associated with peakedness of the distribution. The finding reveals that corrective surgery, pulmonary hypertension, cardiomyopathy, anemia, nutritional status, and hemoglobin levels are significantly associated with Oxygen saturation (SpO<sub>2</sub>). Pulmonary hypertension, cardiomyopathy, and under nutrition are found to lower SpO<sub>2</sub>. In contrast, higher hemoglobin and corrective surgery are significantly associated with higher SpO<sub>2</sub>. The AGED fitted to the data, and found to be important for analyzing data characterized by asymmetry and excess kurtosis.

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Publication Details

Journal
BMC Pediatrics
Published
2025-10-02
DOI
https://doi.org/10.1186/s12887-025-06094-6
Primary Topic
Hemodynamic Monitoring and Therapy
Type
article
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article

Bayesian modelling of oxygen saturation (SpO2) of cardiac patients using the asymmetric generalized error distribution

Ayele Taye Goshu, Tayu Nigusie Abebe
BMC Pediatrics
Hemodynamic Monitoring and Therapy
article

Bayesian modelling of oxygen saturation (SpO2) of cardiac patients using the asymmetric generalized error distribution

Ayele Taye Goshu, Tayu Nigusie Abebe
article en

Abstract

The estimated shape parameters of AGED are significant [Formula: see text] (95% CI: 2.31, 2.58) which is degree of asymmetry, and [Formula: see text] (95% CI: 3.18, 3.46) is associated with peakedness of the distribution. The finding reveals that corrective surgery, pulmonary hypertension, cardiomyopathy, anemia, nutritional status, and hemoglobin levels are significantly associated with Oxygen saturation (SpO<sub>2</sub>). Pulmonary hypertension, cardiomyopathy, and under nutrition are found to lower SpO<sub>2</sub>. In contrast, higher hemoglobin and corrective surgery are significantly associated with higher SpO<sub>2</sub>. The AGED fitted to the data, and found to be important for analyzing data characterized by asymmetry and excess kurtosis.

BMC PediatricsVol. 25(1)
Kotebe University of Education (ET)
Openalex Percentile: Top 57%
Hemodynamic Monitoring and Therapy
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