Evidence map›Paper›PMID 40460268›Full record

ArticleActa orthopaedica2025

Reducing surgical trays to cut both carbon emissions and costs in total knee arthroplasty.

Pim W Van Egmond, Paul Lodder

Abstract read
In one paragraph

Article in Acta orthopaedica, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed
–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.

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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

2 authors.

Pim W Van EgmondDepartment of Orthopaedics, Elisabeth Tweesteden Hospital, Tilburg, the Netherlands. p.vanegmond@etz.nl.ORCID 0000-0003-0995-4938
Paul LodderDepartment of Methodology and Statistics, Tilburg University, Tilburg; Department of Medical and Clinical Psychology, Tilburg University, Tilburg; Department of Education, Office of Science, Elisabeth Tweesteden Hospital, Tilburg, The Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

background and purposeOperating theatres are significant contributors to hospital waste and carbon emissions. In total knee arthroplasty (TKA), the number of surgical trays - and thus the carbon footprint - may be reduced by accurately estimating the prosthesis size preoperatively. We aimed to develop a predictive model to improve preoperative estimation of femoral prosthesis size and reduce the number of trays used in primary TKA.

methodsWe retrospectively reviewed all primary TKA procedures performed between January 2012 and November 2022 at a single teaching hospital in the Netherlands. Using repeated hold-out cross-validation, we developed a prediction model based on routinely available demographic and anthropometric data to predict femoral component size. Rather than minimizing instruments per tray, our strategy focused on reducing the total number of trays. We used the created prediction model in combination with frequency data from our implanted TKAs to tailor surgical trays accordingly. We performed a post-hoc analysis to estimate the carbon emission cut and cost reduction.

resultsThe best-performing models utilized overlapping tray size ranges, with a practical limit of 3 sizes per tray. The final model predicted the appropriate size range with 97.4% accuracy. This enabled the elimination of 1 tray from the standard surgical setup, reducing total tray use by 11%.

conclusionAccurate preoperative prediction of femoral prosthesis size facilitates surgical tray reconfiguration. We were able to reach an 11% reduction in total trays used with an estimated 1.03 kgCO2eq and a €29.6 cost reduction per reduced tray.

Indexed as

Arthroplasty, Replacement, KneeCarbon FootprintKnee ProsthesisOperating RoomsAgedFemaleHumansMaleMiddle AgedNetherlandsProsthesis DesignRetrospective Studies

Identifiers

PMID40460268
PMCPMC12118375

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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.