Evidence map›Paper›PMID 42295593›Full record

ArticleJapanese journal of radiology2026

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

Shingo Kayano, Hideki Ota, Yoshihiko Takubo, Hiromu Mashiko, Kosuke Usui, Kazuki Shimada, Minori Hoshika-Kayano, Kei Takase

Abstract read
In one paragraph

Article in Japanese journal of radiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Shingo KayanoDepartment of Radiological Technology, Tohoku University Hospital, Sendai, Miyagi, Japan.ORCID http://orcid.org/0000-0003-0714-2397
Hideki OtaDepartment of Diagnostic Radiology, Tohoku University Hospital, 1-1 Seiryo-Machi Aoba-Ku, Sendai, Miyagi, Japan. hideki.ota.d6@tohoku.ac.jp.ORCID http://orcid.org/0000-0002-7239-3152
Yoshihiko TakuboGraduate School of Management, GLOBIS University, Tokyo, Japan.
Hiromu MashikoDepartment of Radiological Technology, Tohoku University Hospital, Sendai, Miyagi, Japan.
Kosuke UsuiDepartment of Radiological Technology, Tohoku University Hospital, Sendai, Miyagi, Japan.
Kazuki ShimadaDepartment of Radiological Technology, Tohoku University Hospital, Sendai, Miyagi, Japan.
Minori Hoshika-KayanoDepartment of Development Promotion, Clinical Research Innovation and Education Center, Tohoku University Hospital, Sendai, Miyagi, Japan.ORCID http://orcid.org/0009-0007-9755-9394
Kei TakaseDepartment of Diagnostic Radiology, Tohoku University Hospital, 1-1 Seiryo-Machi Aoba-Ku, Sendai, Miyagi, Japan.ORCID http://orcid.org/0000-0003-0931-9942

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo evaluate whether Radiology Information System (RIS) action log-guided continuous quality improvement (KAIZEN) improved CT operational efficiency. MATERIALS AND

methodsThis 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.

resultsDaily 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).

conclusionRIS 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.

Indexed as

Efficiency, OrganizationalQuality ImprovementRadiology Information SystemsTomography, X-Ray ComputedHumansRetrospective StudiesWorkflowComputed tomographyEfficiencyQuality improvementRadiology information systemWorkflow

Identifiers

PMID42295593
PMCPMC13623989

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.