Time series forecasting of red blood cell demand in hematology patients using SARIMA and exponential smoothing models: a retrospective analysis in a Chinese tertiary hospital

Compared with the ES model, the SARIMA model has a smaller mean relative error in predicting RBCs usage in hematology patients. DM test also verify this result. But in the future, more similar research data are needed to make research more convincing.

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Publication Details

Journal
Frontiers in Medicine
Published
2025-11-24
DOI
https://doi.org/10.3389/fmed.2025.1582277
Primary Topic
Inflammatory Biomarkers in Disease Prognosis
Type
article
Field-Weighted Citation Impact
0.00
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article

Time series forecasting of red blood cell demand in hematology patients using SARIMA and exponential smoothing models: a retrospective analysis in a Chinese tertiary hospital

Qiong Yuan, Jusong Liu, Liang Cai, Zhi Cai et al.
Frontiers in Medicine
Inflammatory Biomarkers in Disease Prognosis
article

Time series forecasting of red blood cell demand in hematology patients using SARIMA and exponential smoothing models: a retrospective analysis in a Chinese tertiary hospital

Qiong Yuan, Jusong Liu, Liang Cai, Zhi Cai, Xuemei Xu
article en

Abstract

Compared with the ES model, the SARIMA model has a smaller mean relative error in predicting RBCs usage in hematology patients. DM test also verify this result. But in the future, more similar research data are needed to make research more convincing.

Frontiers in MedicineVol. 12
Affiliated Hospital of Southwest Medical University (CN), Zigong First People's Hospital (CN)
Openalex Percentile: Top 51%
Inflammatory Biomarkers in Disease Prognosis
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