Evidence map›Paper›PMID 42010602›Full record

ArticleJournal of neuroengineering and rehabilitation2026

Beyond Cybathlon: on-demand quadrupedal assistance for people with limited mobility.

Carmen Scheidemann, Andrei Cramariuc, Changan Chen, Jia-Ruei Chiu, Marco Hutter

Abstract read
In one paragraph

Article in Journal of neuroengineering and rehabilitation, 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

5 authors.

Carmen ScheidemannETH Zurich, Robotic Systems Lab, Zurich, Switzerland. carmensc@ethz.ch.
Andrei CramariucETH Zurich, Robotic Systems Lab, Zurich, Switzerland.
Changan ChenETH Zurich, Robotic Systems Lab, Zurich, Switzerland.
Jia-Ruei ChiuETH Zurich, Robotic Systems Lab, Zurich, Switzerland.
Marco HutterETH Zurich, Robotic Systems Lab, Zurich, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAssistance robots have the potential to increase the independence of people who require daily care due to limited mobility or being wheelchair-bound. Current solutions of attaching robotic arms to motorized wheelchairs offer limited additional mobility at the cost of increased size and reduced wheelchair maneuverability.

methodsWe present an on-demand quadrupedal assistance robot system controlled via a shared autonomy approach, which combines semi-autonomous task execution with human teleoperation. Due to the mobile nature of the system, it can assist the operator whenever needed and perform autonomous tasks independently, without otherwise restricting their mobility. We automate pick-and-place tasks, as well as robot movement through the environment with semantic, collision-aware navigation. For teleoperation, we present a mouth-level joystick interface that enables an operator with reduced mobility to control the robot’s end effector for precision manipulation.

resultsWe showcase our system in the Cybathlon 2024 Assistance Robot Race, and validate it in an at-home experimental setup, where we measure task completion times and user satisfaction. We find our system capable of assisting in a broad variety of tasks, including those that require dexterous manipulation. The user study confirms the intuition that increased robot autonomy alleviates the operator’s mental load.

conclusionsWe present a flexible system that has the potential to help people in wheelchairs maintain independence in everyday life by enabling them to solve mobile manipulation problems without external support. We achieve results comparable to previous state-of-the-art on subjective metrics while allowing for more autonomy of the operator and greater agility for manipulation.

Indexed as

Mobility LimitationRoboticsSelf-Help DevicesWheelchairsAutonomous RobotsHumansAssistive RoboticsCybathlonLimited MobilityObject-Goal NavigationShared AutonomyTeleoperation

Identifiers

PMID42010602
PMCPMC13235054

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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.