Evidence map›Paper›PMID 42815011›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Field-Driven Active Colloids as Distributed Micromachines: Bridging Physics, Control, and Function Across Length Scales.

Ruchi Patel, Bhuvnesh Bharti

Abstract read
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 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

2 authors.

Ruchi PatelCain Department of Chemical Engineering, Louisiana State University, Baton Rouge, Louisiana, USA.ORCID https://orcid.org/0009-0009-4276-9428
Bhuvnesh BhartiCain Department of Chemical Engineering, Louisiana State University, Baton Rouge, Louisiana, USA.ORCID https://orcid.org/0000-0001-9426-9606

Funding

Louisiana Board of Regents 80NSSC24M0105National Aeronautics and Space Administration (NASA)-FINESST fellowship 80NSSC25K7252National Science Foundation CBET-1943986National Science Foundation DMR-2522727
6 · The paper itself

Abstract

Field-driven active colloids offer a route to microscale machines whose behavior can be programmed by external electric and magnetic fields. At the micron scale, thermal fluctuations, hydrodynamic interactions, interparticle forces, and field-mediated actuation combine to connect active matter physics with control and function. In this Perspective, we frame field-driven active colloids as distributed micromachines, where power delivery, sensing, control, and function are distributed across particles, applied fields, imaging modalities, and feedback architectures. Electric and magnetic fields enable programmable propulsion, trajectory regulation, collective interactions, and dynamic reconfiguration, but practical deployment remains limited by energy delivery, material compatibility, and feedback constraints in complex environments. We emphasize that progress should be evaluated not only by motion, but by controlling task-relevant variables that determine successful localization, transport, capture, treatment, release, assembly, and reconfiguration. Closing the loop between sensing, AI/ML, computation, and field-based actuation will be essential for advancing field-driven colloids toward adaptive, task-oriented micromachines.

Indexed as

active mattercollective behaviorcolloidcontrol reconfigurationelectric fieldmagnetic fieldnanotechnologyphysicspropulsiontask oriented

Identifiers

PMID42815011
PMCPMC13626673

What OpenQuestion holds

Textmetadata
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.