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Urgent samples in clinical laboratories: stochastic batching to minimize patient turnaround time.

PubMed
Authors: Novak A, Gnatowski A, Sucha P

Year

2026

Paper ID

45136

Status

Peer-reviewed

Abstract Read

~2 min

Abstract Words

161

Citations

1

Abstract

This paper addresses the problem of batching laboratory samples in hospital laboratories where samples of different priorities are received continuously with uncertain transportation times. The focus is on optimizing the control strategy for loading a centrifuge to minimize patient turnaround time (TAT). While focusing on samples of patients in life-threatening situations (i.e., vital samples), we propose several online and offline methods, including a stochastic mixed-integer quadratic programming model integrated within a discrete-event system simulation. This paper aims to enhance patient care by providing timely laboratory results through improved batching strategies. The case study, which uses real data from a university hospital, demonstrates that incorporating distributional knowledge of transport times into our decision policy can reduce the median patient TAT of vital samples by 4.9 minutes and the 0.95 quantile by 9.7 minutes, but has no significant effect on low-priority samples. In addition, we show that this is essentially an optimal result by comparison with the upper bound obtained by a perfect-knowledge offline algorithm.

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  • This paper contributes to the Quantum Machine Learning research area in the Quantum Articles archive.
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  • This paper addresses the problem of batching laboratory samples in hospital laboratories where samples of different priorities are received continuously with uncertain...

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