Evidence map›Paper›PMID 41257960›Full record

ArticleScientific reports2025

Breaking down costs: rehabilitation robotics vs. usual care therapy in diverse healthcare models.

Valerio Gower, Taya Hamilton, Federico Spinelli, Mattia Randazzo, Irene Giovanna Aprile, Francesca Falchini, Marco Germanotta, Furio Gramatica, Todd Wagner, Hermano Igo Krebs

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

10 authors.

Valerio GowerIRCCS Fondazione Don Carlo Gnocchi, Milan, Italy. vgower@dongnocchi.it.
Taya HamiltonPerron Institute for Neurological and Translational Science, University of Western Australia (UWA), UWA Medical School, Perth, WA, Australia.
Federico SpinelliIRCCS Fondazione Don Carlo Gnocchi, Milan, Italy. fespinelli@dongnocchi.it.
Mattia RandazzoIRCCS Fondazione Don Carlo Gnocchi, Milan, Italy.
Irene Giovanna AprileIRCCS Fondazione Don Carlo Gnocchi, Florence, Italy.
Francesca FalchiniIRCCS Fondazione Don Carlo Gnocchi, Florence, Italy.
Marco GermanottaIRCCS Fondazione Don Carlo Gnocchi, Florence, Italy.
Furio GramaticaIRCCS Fondazione Don Carlo Gnocchi, Milan, Italy.
Todd WagnerVA Health Economics Resource Center, Menlo Park, CA, USA.
Hermano Igo KrebsDepartment of Mechanical Engineering, Massachusetts Institute of Technology, Cambridge, MA, USA.

Funding

Ministero dell'Istruzione, dell'Università e della Ricerca PNC0000007
6 · The paper itself

Abstract

One of the significant barriers to the adoption of rehabilitation robotics into clinical care over the last 30 years has been the high investment costs of the technology. There have been limited efforts to understand the healthcare economics of implementing rehabilitation robotics compared to usual care. From the few studies that have investigated the cost, the findings have had limited generalizability to other clinical settings or contexts due to diverse healthcare models and the complexity of implementation factors. This study compares three organizational models in rehabilitation centers across the USA, UK, and Italy. We developed a common formula to compute cost differences between robotics and usual care for the upper limb and conducted a deterministic sensitivity analysis to identify key cost-influencing parameters. Results indicate that models where a single therapist supervises multiple patients can lead to significant economic savings: the Veteran Affairs in the US could achieve 18% savings with full utilization of robotic treatment slots (4300 h/year) and Italy's Fondazione don Gnocchi rehabilitation model could realize 30% savings (6187 h/year). Conversely, the organizational model adopted by the RATULS study in UK generates 105% additional costs with 1820 h/year of robotics usage, mainly due to the 1:1 therapist-patient ratio adopted.

Indexed as

Delivery of Health CareHealth Care CostsRehabilitationRoboticsHumansItalyRehabilitation CentersUnited KingdomUnited StatesCost-minimization analysesEconomic evaluationHealth care costsNeurological disorders’ RehabilitationRehabilitation roboticsRobotic therapy

Identifiers

PMID41257960
PMCPMC12630611

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.