Evidence map›Paper›PMID 42766735›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Observation-related activity in the human motor cortex increases with effector anthropomorphicity.

Jacob T Gusman, Zoe C Beckman, Tyler S Singer-Clark, Angelique C Paulk, Anastasia Kapitonava, Tommy Hosman, Shane Allcroft, Alexander J Acosta, Claire Nicolas, Daniel B Rubin and 3 more

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 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. Observation-related activity in the human motor cortex increases with effector anthropomorphicity.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

13 authors.

Jacob T GusmanSchool of Engineering, Brown University, Providence, RI 02912.ORCID 0000-0003-4605-9246
Zoe C BeckmanSchool of Engineering, Brown University, Providence, RI 02912.
Tyler S Singer-ClarkCenter for Neurotechnology and Neurorecovery, Department of Neurology, Neuroscience Institute, Mass General Brigham, Boston, MA 02114.
Angelique C PaulkCenter for Neurotechnology and Neurorecovery, Department of Neurology, Neuroscience Institute, Mass General Brigham, Boston, MA 02114.ORCID 0000-0002-4413-3417
Anastasia KapitonavaCenter for Neurotechnology and Neurorecovery, Department of Neurology, Neuroscience Institute, Mass General Brigham, Boston, MA 02114.
Tommy HosmanSchool of Engineering, Brown University, Providence, RI 02912.
Shane AllcroftSchool of Engineering, Brown University, Providence, RI 02912.
Alexander J AcostaCenter for Neurotechnology and Neurorecovery, Department of Neurology, Neuroscience Institute, Mass General Brigham, Boston, MA 02114.
Claire NicolasCenter for Neurotechnology and Neurorecovery, Department of Neurology, Neuroscience Institute, Mass General Brigham, Boston, MA 02114.ORCID 0000-0002-7761-3943
Daniel B RubinCenter for Neurotechnology and Neurorecovery, Department of Neurology, Neuroscience Institute, Mass General Brigham, Boston, MA 02114.
John P DonoghueSchool of Engineering, Brown University, Providence, RI 02912.
Carlos E Vargas-Irwin *Robert J. and Nancy D. Carney Institute for Brain Science, Brown University, Providence, RI 02912.
Leigh R Hochberg *School of Engineering, Brown University, Providence, RI 02912.ORCID 0000-0003-0261-2273

Funding

Intuitive, complete neural control of tablet computers for communicationU01DC017844 · NIDCD · BROWN UNIVERSITY · PI HOCHBERG, LEIGH R · 2019 to 2025
$4.3M
High-Bandwidth Wireless Interfaces for Continuous Human Intracortical RecordingUH2NS095548 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI HOCHBERG, LEIGH R, NURMIKKO, ARTO · 2015 to 2019
$3.7M
ALS Association (ALSA) N/AAmerican Heart Association (AHA) 19CSLOI34780000Cerebral Palsy Alliance Research Foundation (CPA) N/AHHS | NIH | National Institute of Neurological Disorders and Stroke (NINDS) UH2NS095548HHS | NIH | National Institute on Deafness and Other Communication Disorders (NIDCD) U01DC017844Movement Disorder Foundation N/AVA | Office of Research and Development (ORD) N2864C A2295R A4820R
6 · The paper itself

Abstract

Neurons in the motor cortex can be engaged not only in motor execution but also during observation of movements performed by other anthropomorphic agents (i.e., humans or monkeys). However, it is unknown how motor cortical neurons respond during observation of the range of assistive or prosthetic devices controlled by people using intracortical brain-computer interfaces (iBCIs). We recorded single-unit activity in the precentral gyrus while iBCI users viewed grasp-like movements performed by a spectrum of virtual effectors that included human, robotic, and hand-like dot stimuli. We found a relationship between neural modulation and effector anthropomorphicity (i.e., human-likeness) that existed on an ensemble-wide and individual-neuron level, suggesting that human motor cortex activity incrementally increases in response to the visually observed agent's human-likeness. Both solicited and spontaneous feedback from the participant indicated a relationship between neural activity and subjective assessments of anthropomorphicity, revealing a powerful contribution of context on observation-induced activity in the motor cortex. The activity of the motor cortex remained similar during attempted hand movements while different effectors were being observed, suggesting that intuitive external device control via iBCIs may not be overtly affected by the anthropomorphicity of the effector.

Indexed as

Motor CortexAdultBrain-Computer InterfacesFemaleHandHand StrengthHumansMaleMovementNeuronsanthropomorphismbrain–computer interfaceshuman motor cortexmirror neuronsrobotics

Identifiers

PMID42766735
PMCPMC13624652

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.