Evidence map›Paper›PMID 41268198›Full record

ArticleNational science review2025

Swarm coordination of fish-like magnetic soft robots: directed aggregation and shape-adaptive attachment toward efficient drug delivery.

Liyang Mao, Chenyao Tian, Peng Yang, Xianghe Meng, Xingjian Shen, Hao Zhang, Hui Xie

Abstract read
In one paragraph

Article in National science review, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. 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

7 authors.

Liyang MaoState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.
Chenyao TianState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.ORCID https://orcid.org/0000-0002-5883-0424
Peng YangState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.
Xianghe MengState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.
Xingjian ShenState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.
Hao ZhangState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.
Hui XieState Key Laboratory of Robotics and Systems, School of Mechatronics Engineering, Harbin Institute of Technology, Harbin 150001, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Miniature magnetic untethered soft robots offer promising opportunities for biomedical applications due to their tissue compatibility, functionalizable dimensions and flexible locomotion capabilities. However, their small size creates a mismatch between coverage area and lesion regions, limiting drug delivery efficacy. Here, inspired by natural fish migration and foraging behaviors, we present an approach to overcome these limitations through swarm coordination of fish-like magnetic soft robots. Individual robots with simplified designs for scalable production can perform constrained six-degrees-of-freedom fish-like maneuvers under an oscillating magnetic field and gradient magnetic field. By exploiting the unique property of the constant component of the oscillating magnetic field dominating the swimming direction when the actuation frequency approaches the robot's natural frequency, we achieved differentiated control of individual swimming directions under global magnetic field actuation through programming spatial distribution patterns of the constant field component. This enables our robotic swarm to demonstrate active spatial aggregation toward specific lesion areas and shape-adaptive attachment capabilities upon reaching the target. This work provides a new pathway for efficient therapeutic payload delivery to lesions through coordinated miniature magnetic soft robot swarms.

Indexed as

directed aggregationfish-like locomotionmagnetic untethered soft robotsshape-adaptive attachmentswarm coordination

Identifiers

PMID41268198
PMCPMC12628758

What OpenQuestion holds

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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.