Back

Impact on microbiology laboratory turn-around-times following process improvements and total laboratory automation.

Gonzalez-Ortiz, C.; Emrick, A.; Tabak, Y.; Vankeepuram, L.; Kurtz, S.; Sellers, D.; Wimmer, M.; Asjes, C.; Barake, S. S.; Nichols, J.; Gary, D.; Levent, F.

2020-10-21 health systems and quality improvement
10.1101/2020.10.19.20213975 medRxiv
Show abstract

IntroductionThe impact of workflow changes and total laboratory automation (TLA) on microbiology culture processing time was evaluated in an academic-affiliated regional hospital. Materials and MethodsA retrospective analysis of microbiological data in a research database was performed to compare turnaround time (TAT) for organism identification (ID) before and after implementation of TLA (2013 versus 2016, respectively). TAT was compared using the {chi}2 test for categorical variables and log-transformed t-test for continuous variables. ResultsA total of 9,351 predefined common and clinically important positive mono-bacterial culture results were included in the analysis. Shorter TAT (hours) in 2016 compared to 2013 (p<0.0001) for positive result pathogen ID were observed in specimen types including blood (51.2 vs. 70.6), urine (40.7 vs. 47.1), wound (39.6 vs. 60.2), respiratory (47.7 vs. 67), and all specimen types combined (43.3 vs. 56.8). Although shorter TATs were not observed from all specimen categories for negative result pathogen ID, TAT for all specimen types combined was shorter (p[&le;]0.001) in 2016 compared to 2013 (94 vs. 101). ConclusionsTotal laboratory automation and workflow changes--including process standardization--facilitate shorter organism ID TAT across specimen sources.

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.