Evidence map›Paper›PMID 40421405›Full record

ArticleJournal of experimental orthopaedics2025

Optimizing operating room efficiency in robotic-assisted total knee arthroplasty through manufacturing efficiency principles.

Akito Hiraoka, Bart Swinnen, Aline Vandeputte, Willem Franssen, Geert Leirs

Abstract read
In one paragraph

Article in Journal of experimental orthopaedics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–field-weighted citation impact
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

3 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
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

5 authors.

Akito HiraokaDepartment of Orthopaedics and Traumatology Noorderhart Hospital Pelt Belgium.ORCID https://orcid.org/0009-0004-1550-8226
Bart SwinnenDepartment of Orthopaedics and Traumatology Noorderhart Hospital Pelt Belgium.
Aline VandeputteDEO.care Beringen Belgium.
Willem FranssenDEO.care Beringen Belgium.
Geert LeirsDepartment of Orthopaedics and Traumatology University Hospitals Leuven Leuven Belgium.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Recent studies have explored the application of manufacturing efficiency principles as a framework for improving operating room (OR) throughput, quality of care and patient outcomes. However, these principles have not yet been validated with real-world research data. In this study, we investigated whether applying these principles has an impact on the operational excellence and teams' consistency of robotic-assisted total knee arthroplasty (RATKA) procedures. Methods: A total of 31 patients, divided over eight surgery days, were included in the study. The aim of the study was to answer the research question: 'Does applying efficiency principles have an impact on the operational excellence of RATKA surgery?' The efficiency of the procedures was monitored using the artificial intelligence (AI)-enabled camera application and analyzed utilizing an AI-backed process digital twin platform. Normally distributed continuous variables were compared using the independent Results: After analyzing the baseline group, four procedural modifications were implemented according to the lean principles. There was a significant difference in preparation time (mean difference = 4.3, 95% confidence interval = 1.3-7.3, Conclusions: Findings indicate that better OR preparation, consistent staff allocation and effective staff training can reduce surgical times, minimize waste and improve OR throughput. Addressing primary constraints, parallelizing flows and breaking down processes decreases surgical wait times, enhances patient flow and streamlines OR operations. Level of Evidence: Level III.

Indexed as

data‐driven technologyoperating room efficiencyprocess optimizationrobotic‐assisted total knee arthroplastyvalue‐based healthcare

Identifiers

PMID40421405
PMCPMC12104826

What OpenQuestion holds

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Registered trials

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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.