Cost Evaluation for Capacity Planning Based on Patients’ Pathways via Semi-Markov Reward Modelling

马尔可夫链 计算机科学 业务 机器学习
作者
Christina Chatzimichail,Pavlos Kolias,Alexandra G. Papadopoulou
出处
期刊:Mathematics [Multidisciplinary Digital Publishing Institute]
卷期号:12 (10): 1430-1430 被引量:1
标识
DOI:10.3390/math12101430
摘要

In the present paper, we develop a non-homogeneous semi-Markov reward model, deriving expressions for a healthcare system’s expected structure along with the expected costs generated by medical services and patients’ holding times in the states. We provide a novel definition and investigation for states’ availability, which is critical for capacity planning based on service demand in an environment of limited resources. The study is based on patients’ mobility through hospital care, where each patient spends an amount of time in every state of the hospital (emergency room, short-term acute care, hospitalization, surgery room, and intensive care unit). Multiple outcomes, such as discharge or death, can also be taken into account. We envisage a situation where any discharges are immediately replaced by a number of new admissions that carry on the pathways of the patients who exit. By assuming an expanding system, the new idea of states’ inflows is considered due to new patients who create pathways through hospital care, along with internal entrances. The theoretical results are illustrated numerically with simulated hospital data informed by aggregated public data of the Greek public health sector. The framework can be used for both strategic planning and cost evaluation purposes for hospital resources.
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