Evidence map›Paper›PMID 42129522›Full record

ArticleNature neuroscience2026

Closed-loop stimulation modulates attention shifting in children.

Nebras M Warsi, Simeon M Wong, Karim Mithani, Sebastian C Coleman, Olivia N Arski, Hrishikesh Suresh, Jürgen Germann, Alexandre Boutet, Lauren Erdman, Flavia Venetucci Gouveia and 19 more

Abstract read
PubMed Publisher
In one paragraph

Article in Nature neuroscience, 2026. 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. The many interfaces of neurotechnology.Nature neuroscience · 2026
    Article
  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

29 authors.

Nebras M WarsiDivision of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-4885-3080
Simeon M WongInstitute of Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-9070-0665
Karim MithaniDivision of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.
Sebastian C ColemanProgram in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.
Olivia N ArskiProgram in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.
Hrishikesh SureshDivision of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada.
Jürgen GermannDivision of Neurosurgery, Toronto Western Hospital, University Health Network, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-0995-8226
Alexandre BoutetDivision of Neurosurgery, Toronto Western Hospital, University Health Network, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0001-6942-5195
Lauren ErdmanVector Institute for Artificial Intelligence, University Health Network, Toronto, Ontario, Canada.
Flavia Venetucci GouveiaProgram in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.
Barbara BergerHelen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA.
Tamas MinarikHelen Wills Neuroscience Institute, University of California, Berkeley, Berkeley, CA, USA.
Fa-Hsuan LinSunnybrook Research Institute, Toronto, Ontario, Canada.
Hsin-Ju LeeSunnybrook Research Institute, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-3358-8720
Benjamin R MorganJoint Department of Medical Imaging, University of Toronto, Toronto, Ontario, Canada.
Elizabeth KerrDepartment of Psychology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Mary Lou SmithProgram in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.
Ayako OchiDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Hiroshi OtsuboDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Rohit SharmaDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Carolina GorodetskyDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.ORCID http://orcid.org/0000-0003-0007-9591
Puneet JainDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Shelly WeissDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Elizabeth J DonnerDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Andres M LozanoDivision of Neurosurgery, Toronto Western Hospital, University Health Network, Toronto, Ontario, Canada.
O Carter SneadDivision of Neurology, The Hospital for Sick Children, Toronto, Ontario, Canada.
Sabine KastnerDepartment of Psychology, Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA.ORCID http://orcid.org/0000-0002-9742-965X
Margot J TaylorProgram in Neuroscience and Mental Health, Hospital for Sick Children, Toronto, Ontario, Canada.
George M IbrahimDivision of Neurosurgery, The Hospital for Sick Children, Toronto, Ontario, Canada. george.ibrahim@sickkids.ca.ORCID http://orcid.org/0000-0001-9068-8184

Funding

Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada (NSERC Canadian Network for Research and Innovation in Machining Technology) RGPIN-2020-05927EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 Marie Skłodowska-Curie Actions (H2020 Excellent Science - Marie Skłodowska-Curie Actions) 101068072EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 Marie Skłodowska-Curie Actions (H2020 Excellent Science - Marie Skłodowska-Curie Actions) 754513Gouvernement du Canada | Canadian Institutes of Health Research (Instituts de Recherche en Santé du Canada) 151181Gouvernement du Canada | Canadian Institutes of Health Research (Instituts de Recherche en Santé du Canada) Vanier ScholarshipGouvernement du Canada | Instituts de Recherche en Santé du Canada | CIHR Skin Research Training Centre (Skin Research Training Centre) PJT 178345Gouvernement du Canada | Instituts de Recherche en Santé du Canada | CIHR Skin Research Training Centre (Skin Research Training Centre) PJT 496433
6 · The paper itself

Abstract

Spontaneous fluctuations in attention can impede adaptation to changing goals and environments. Endogenous control over attentional shifts, referred to as attentional flexibility, is prone to disruption in children with attention deficit disorders. Here we studied in vivo intracranial recordings in children with epilepsy to identify a reproducible neural signature of attentional control that could predict and prevent impending lapses in real time. Machine learning classifiers were trained on intracranial signals while each child performed an attentional set-shifting task and predicted delays in attention shifting over multiple days and across several pediatric populations. Intracranial electrical stimulation in response to impending delays rescued attention shifts indexed by eye tracking, reaction time and accuracy. Simultaneous electroencephalography identified corresponding scalp signatures that enabled noninvasive modulation of attention shifting in healthy participants. These findings provide insight into the neural basis of attentional shifts with implications for targeted neuromodulation and exogenous attentional control.

Indexed as

AttentionBrainAdolescentChildElectric StimulationElectroencephalographyEpilepsyFemaleHumansMachine LearningMalePhotic StimulationReaction Time

Identifiers

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.