Evidence map›Paper›PMID 41877230›Full record

ReviewBiomedical engineering online2026

Mechanics-based estimation of metabolic cost of locomotion in rehabilitation: A narrative review.

Dezhi Jiang, Lauri Stenroth, Rosa Pàmies-Vilà, Parvat Katwal, Suraj Jaiswal, Antti Löppönen, Aki Mikkola, Arend L Schwab

Abstract readReview
In one paragraph

Review in Biomedical engineering online, 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
–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

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.

Dezhi JiangDepartment of Mechanical Engineering, LUT University, Lappeenranta, Finland. dezhi.jiang@lut.fi.ORCID http://orcid.org/0009-0003-9831-0807
Lauri Stenroth *Department of Technical Physics, University of Eastern Finland, Kuopio, Finland.ORCID http://orcid.org/0000-0002-7705-9188
Rosa Pàmies-VilàDepartment of Mechanical Engineering, Universitat Politècnica de Catalunya, Barcelona, Spain.ORCID http://orcid.org/0000-0002-3814-9199
Parvat KatwalDepartment of Mechanical Engineering, LUT University, Lappeenranta, Finland.ORCID http://orcid.org/0009-0002-8378-8157
Suraj JaiswalDepartment of Mechanical Engineering, LUT University, Lappeenranta, Finland.ORCID http://orcid.org/0000-0001-5077-9823
Antti LöppönenGerontology Research Center and the Faculty of Sport and Health Sciences, University of Jyväskylä, Jyväskylä, Finland.ORCID http://orcid.org/0000-0003-2232-6047
Aki MikkolaDepartment of Mechanical Engineering, LUT University, Lappeenranta, Finland.ORCID http://orcid.org/0000-0003-2762-8503
Arend L Schwab *Department of Mechanical Engineering, LUT University, Lappeenranta, Finland.ORCID http://orcid.org/0000-0001-5897-9790

Funding

Academy of Finland 347932Finnish Cultural Foundation 65231474Research Council of Finland 363854
6 · The paper itself

Abstract

The objective of this paper is to explore methodologies used to estimate the mechanical cost of locomotion and evaluate their validity as indicators of metabolic cost within rehabilitation contexts. Aging societies face rising healthcare costs and fewer workers. Remote monitoring of rehabilitation progress may help address these challenges. Because locomotion mechanics are easier to measure than metabolic cost, understanding whether mechanical cost of transport can serve as a surrogate is of interest. We conducted a systematic search for studies on mechanical work or power and metabolic energy consumption in adults under physical rehabilitation contexts. Abstract, full text screening, and data extraction were performed. Ten articles were included. We found no direct relationship between mechanical cost and metabolic cost in the included studies. However, consistent trends were observed: interventions that provided net positive work generally reduced both mechanical and metabolic costs. Similar trends were found in wheelchair propulsion, where mechanical advantage and power assistance reduced both mechanical cost and metabolic demand for wheelchair users. Rehabilitation progress can be monitored using metabolic cost, and given the observed parallel trends, mechanical cost may also serve as a practical indicator, although further research is needed to establish its validity as a surrogate.

Indexed as

Energy MetabolismLocomotionMechanical PhenomenaRehabilitationBiomechanical PhenomenaHumansCost of transportJoint powerMechanical costMetabolic costPhysical rehabilitation monitoring

Identifiers

PMID41877230
PMCPMC13137497

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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 Socratic graph.