Optimizing efficiency in CT services: a data-driven approach using action logs from the radiology information system

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Authors: Shingo Kayano, Hideki Ota, Yoshihiko TAKUBO, Hiromu Mashiko, Kosuke Usui, Kazuki Shimada, Minori Hoshika-Kayano, Kei Takase
Cited by: 1
References: 20

Abstract

PURPOSE: To evaluate whether Radiology Information System (RIS) action log-guided continuous quality improvement (KAIZEN) improved CT operational efficiency. MATERIALS AND METHODS: This single-center retrospective before-and-after quality improvement study included 150,540 weekday CT examinations from 2018 to 2022. Five workflow interventions were introduced sequentially from January through February 2021. Daily median examination time, daily median patient entry/exit time, and the end time of the final weekday CT examination were analyzed using segmented interrupted time-series regression with interruptions in January 2020 and January 2021 and heteroskedasticity- and autocorrelation-consistent standard errors. Key performance indicator (KPI) models were adjusted for daily volume, day of the week, and inpatient proportion; unadjusted models were used as sensitivity analyses. RESULTS: Daily median examination time decreased from 351 s at baseline to 328 s after KAIZEN. KAIZEN initiation was associated with an immediate reduction in adjusted examination time (- 17.37 s; 95% CI, - 31.35 to - 3.40 s; p = 0.015), whereas the unadjusted sensitivity analysis was directionally consistent but non-significant (- 11.07 s; p = 0.060). Entry/exit time decreased from 216 to 198 s and showed a significant adjusted immediate reduction (- 15.99 s; 95% CI, - 23.93 to - 8.04 s; p < 0.001), consistent with the unadjusted analysis. The final weekday CT examination ended 12.49 min earlier (95% CI, - 22.11 to - 2.87 min; p = 0.011). CONCLUSION: RIS action log-guided KAIZEN was temporally associated with shorter turnover, earlier completion of weekday operations, and reduced adjusted examination time. Replication in diverse settings is warranted. Secondary Abstract. In this single-center study, RIS action log-guided KAIZEN was temporally associated with shorter CT patient entry/exit time, earlier weekday completion, and reduced adjusted examination time, supporting routine log-based workflow monitoring.

Fields of Study & Subjects

Radiology practices and education Artificial Intelligence in Healthcare and Education Electronic Health Records Systems

Publication details

Journal / source
Japanese Journal of Radiology
Publisher
Springer Science and Business Media LLC
Volume
44
Issue
10
Pages
1874-1885
Publication date
15 June 2026
Language
EN