2021
DOI: 10.1038/s41598-021-85404-1
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Prediction of urine culture results by automated urinalysis with digital flow morphology analysis

Abstract: To investigate the association between the results of urinalysis and those of concurrent urine cultures, and to construct a prediction model for the results of urine culture. A total of 42,713 patients were included in this study. Patients were divided into two independent groups including training and test datasets. A novel prediction algorithm, designated the UTOPIA value, was constructed with the training dataset, based on an association between the results of urinalysis and those of concurrent urine cultur… Show more

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Cited by 4 publications
(5 citation statements)
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“…The features of the studied method can also be crucial information for diagnostic purposes in microbiology labs ( Kim et al., 2021 ). The presence or absence of inflammation in the urinary tract can be predicted by bacteria and white blood cells.…”
Section: Discussionmentioning
confidence: 99%
“…The features of the studied method can also be crucial information for diagnostic purposes in microbiology labs ( Kim et al., 2021 ). The presence or absence of inflammation in the urinary tract can be predicted by bacteria and white blood cells.…”
Section: Discussionmentioning
confidence: 99%
“…9,10 Frequently used screening items such as microscopy analysis for WBCs and bacteria as well as dipstick testing and nitrite in urine are fast but with low sensitivity yet still costly. 7,[10][11][12] Therefore, rapid screening, accurate prediction yet affordable of culture results are needed for clinicians shorten the diagnosis time, improve the efficiency and accomplish the treatment opportunity for patients as early as possible. Hematological parameters are easily measured at low cost using modern hematological analyzers.…”
Section: Original Research Articlementioning
confidence: 99%
“…It is also common to include the examination of urinary sediment (manual or automated) to determine the presence of bacteria, leucocyturia and haematuria [4,[6][7][8][9][10]. Although guidelines recommend a longer BA culture of 48 hours [3], many laboratories still use a period of 18-24 hours [11][12][13][14]. In fact, in some published studies, the incubation time of cultures is not even mentioned [10].…”
Section: Introductionmentioning
confidence: 99%