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Electrophysiological brain changes associated with cognitive improvement in a pediatric attention deficit hyperactivity disorder digital artificial intelligence-driven intervention: Randomized controlled trial

dc.contributor.authorMedina, Rafael
dc.contributor.authorBouhaben, Jaime
dc.contributor.authorDe Ramón, Ignacio
dc.contributor.authorCuesta Prieto, Pablo
dc.contributor.authorAntón Toro, Luis Fernando
dc.contributor.authorPacios García, Javier
dc.contributor.authorQuintero Gutiérrez Del Álamo, Francisco Javier
dc.contributor.authorRamos-Quiroga, Josep Antoni
dc.contributor.authorMaestu Unturbe, Fernando
dc.date.accessioned2025-01-23T11:55:12Z
dc.date.available2025-01-23T11:55:12Z
dc.date.issued2021-11-26
dc.description.abstractBackground: Cognitive stimulation therapy appears to show promising results in the rehabilitation of impaired cognitive processes in attention deficit hyperactivity disorder. Objective: Encouraged by this evidence and the ever-increasing use of technology and artificial intelligence for therapeutic purposes, we examined whether cognitive stimulation therapy implemented on a mobile device and controlled by an artificial intelligence engine can be effective in the neurocognitive rehabilitation of these patients. Methods: In this randomized study, 29 child participants (25 males) underwent training with a smart, digital, cognitive stimulation program (KAD_SCL_01) or with 3 commercial video games for 12 weeks, 3 days a week, 15 minutes a day. Participants completed a neuropsychological assessment and a preintervention and postintervention magnetoencephalography study in a resting state with their eyes closed. In addition, information on clinical symptoms was collected from the child´s legal guardians. Results: In line with our main hypothesis, we found evidence that smart, digital, cognitive treatment results in improvements in inhibitory control performance. Improvements were also found in visuospatial working memory performance and in the cognitive flexibility, working memory, and behavior and general executive functioning behavioral clinical indexes in this group of participants. Finally, the improvements found in inhibitory control were related to increases in alpha-band power in all participants in the posterior regions, including 2 default mode network regions of the interest: the bilateral precuneus and the bilateral posterior cingulate cortex. However, only the participants who underwent cognitive stimulation intervention (KAD_SCL_01) showed a significant increase in this relationship. Conclusions: The results seem to indicate that smart, digital treatment can be effective in the inhibitory control and visuospatial working memory rehabilitation in patients with attention deficit hyperactivity disorder. Furthermore, the relation of the inhibitory control with alpha-band power changes could mean that these changes are a product of plasticity mechanisms or changes in the neuromodulatory dynamics.
dc.description.departmentDepto. de Psicología Experimental, Procesos Cognitivos y Logopedia
dc.description.departmentDepto. de Radiología, Rehabilitación y Fisioterapia
dc.description.departmentDepto. de Medicina Legal, Psiquiatría y Patología
dc.description.facultyFac. de Psicología
dc.description.facultyFac. de Medicina
dc.description.refereedTRUE
dc.description.statuspub
dc.identifier.citationMedina, R., Bouhaben, J., De Ramón, I., Cuesta, P., Antón-Toro, L., Pacios, J., Quintero, J., Ramos-Quiroga, J. A., & Maestú, F. (2021). Electrophysiological brain changes associated with cognitive improvement in a pediatric attention deficit hyperactivity disorder digital artificial intelligence-driven intervention: Randomized controlled trial. Journal of Medical Internet Research, 23(11), e25466. https://doi.org/10.2196/25466
dc.identifier.doi10.2196/25466
dc.identifier.essn1438-8871
dc.identifier.officialurlhttps://doi.org/10.2196/25466
dc.identifier.relatedurlhttps://www.jmir.org/2021/11/e25466
dc.identifier.urihttps://hdl.handle.net/20.500.14352/115817
dc.issue.number11
dc.journal.titleJournal of Medical Internet Research
dc.language.isoeng
dc.publisherJMIR
dc.rights.accessRightsopen access
dc.subject.keywordADHD
dc.subject.keywordCognitive stimulation
dc.subject.keywordMagnetoencephalography
dc.subject.keywordArtificial intelligence
dc.subject.keywordConners continuous performance test
dc.subject.keywordKAD_SCL_01
dc.subject.keywordAI
dc.subject.keywordCognitive impairment
dc.subject.keywordAttention deficit hyperactivity disorder
dc.subject.keywordPediatrics
dc.subject.keywordChildren
dc.subject.keywordRehabilitation
dc.subject.ucmPsicología (Psicología)
dc.subject.unesco6106.01 Actividad Cerebral
dc.titleElectrophysiological brain changes associated with cognitive improvement in a pediatric attention deficit hyperactivity disorder digital artificial intelligence-driven intervention: Randomized controlled trial
dc.typejournal article
dc.type.hasVersionVoR
dc.volume.number23
dspace.entity.typePublication
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relation.isAuthorOfPublication.latestForDiscovery7070623b-91a0-4590-86f6-227266503c1e

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