Evidence map›Paper›PMID 41739915›Full record

ArticleScience advances2026

Fluidic torque-enabled object manipulation by microrobot collectives.

Steven Ceron, Gaurav Gardi, Kirstin Petersen, Metin Sitti

Abstract read
In one paragraph

Article in Science advances, 2026. 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. 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

4 authors.

Steven CeronRobotics Department, University of Michigan, Ann Arbor, MI 48109, USA.ORCID 0000-0002-5903-9802
Gaurav GardiPhysical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569 Stuttgart, Germany.ORCID 0000-0001-6811-4061
Kirstin PetersenSchool of Electrical and Computer Engineering, Cornell University, Ithaca, NY 14853, USA.ORCID 0000-0002-7813-5621
Metin SittiPhysical Intelligence Department, Max Planck Institute for Intelligent Systems, 70569 Stuttgart, Germany.ORCID 0000-0001-8249-3854

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Microscale systems experience strong viscous interactions because of the low-Reynolds-number regime in which they exist. This means that fluidic manipulation and actuation of passive objects can be enabled and influenced by the individual spin rate of microscale robots, the number of microrobots, and their positions relative to the objects. We explore these parameter spaces and find that the fluidic torque generated by a magnetic microrobot collective can be exploited to apply bidirectional torque to concentric ring structures and demonstrate this through physical experiments and numerical simulations. Additionally, we demonstrate how the fluidic torque of the microrobots can be exploited to actuate gear trains, rotate comparatively large three-dimensional objects, dynamically self-assemble internally driven ring structures, and absorb and expel large numbers of circular objects. Last, we show emergent behaviors where the microrobot collective's morphology and method of locomotion changes as a function of the spin rate of the microrobots and the size and shape of the surrounding objects.

Identifiers

PMID41739915
PMCPMC12935057

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

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.