{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,2]],"date-time":"2026-10-02T13:26:30Z","timestamp":1790947590823,"version":"4.1.0"},"reference-count":126,"publisher":"JMIR Publications Inc.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JMIR Rehabil Assist Technol"],"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec sec-type=\"background\">\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>The high incidence and prevalence of upper limb impairment post stroke highlights the need for advancements in rehabilitation. Brain-computer interfaces (BCIs) represent a promising technology by directly training the central nervous system. The integration of motor imagery (MI) and motor observation through virtual reality (VR) using BCIs provides valuable opportunities for rehabilitation. However, the diversity in intervention designs demonstrates the lack of guiding recommendations integrating neurorehabilitation principles for BCIs.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"objective\">\n                    <jats:title>Objective<\/jats:title>\n                    <jats:p>This study aims to develop recommendations for BCI interventions using task specificity and ecological validity through simulated VR tasks for upper limb stroke survivors by gathering tacit knowledge from neurorehabilitation experts, patients\u2019 experiences, and engineers\u2019 expertise to ensure a comprehensive approach.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"methods\">\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>A multiperspective qualitative study was conducted through collaborative design workshops involving stroke survivors (n=17), neurorehabilitation experts (n=13), and biomedical engineers (n=3), totaling 33 participants. This innovative approach aimed to actively engage stakeholders in developing multifaceted solutions for complex health interventions.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"results\">\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>Six themes emerged from the thematic analysis: (1) importance of patient-centered approach, (2) clinical evaluation and patient selection, (3) recommendations for task design, (4) guidelines for structuring BCI intervention, (5) key factors influencing motivation, and (6) technology features. From these themes, the following recommendations (R) are established: (R1) MI-based VR-BCI interventions must be conducted through a patient-centered approach, based on individualized preferences, needs, and goals of the user, by an interdisciplinary team; (R2) selection criteria must include upper limb impairment, cognitive and communication assessment, and clinical traits, such as MI capacity, neglect, and depression must be assessed since they might influence intervention outcomes; (R3) tasks to perform should preferably be based on daily living activities, including unilateral and bilateral tasks, and a variety of tasks must be available for selection to ensure meaningfulness for the user and suitability to clinical traits; (R4) intervention must be structured by different progressing levels starting with simple, gross movements and adding complexity through additional movement features, cognitive demand, or MI difficulty; (R5) optimal levels of motivation must be sustained through task variability, gamification elements, and task demand adequacy; and (R6) multisensorial potential of MI-based VR-BCI must be effectively harnessed through the adequate adjustment of visual, haptic, and proprioceptive feedback modalities to the patient.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec sec-type=\"conclusions\">\n                    <jats:title>Conclusions<\/jats:title>\n                    <jats:p>Current results contribute to establishing clear guidelines on patient selection, task design, intervention structuring, motivation factors, and tailoring of sensory feedback. This framework presents a foundation for optimal implementation of VR-BCI\u2013based interventions that associate MI and motor observation, optimizing cortical activity during the intervention, patients\u2019 engagement, and clinical outcomes. Future research should explore the application of these guidelines for validation and investigate BCIs\u2019 efficacy according to different combinations of patients\u2019 profiles, task characteristics, and technology features.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.2196\/71789","type":"journal-article","created":{"date-parts":[[2025,10,16]],"date-time":"2025-10-16T06:21:27Z","timestamp":1760595687000},"page":"e71789-e71789","source":"Crossref","is-referenced-by-count":12,"title":["Recommendations for Combining Brain-Computer Interface, Motor Imagery, and Virtual Reality in Upper Limb Stroke Rehabilitation: Qualitative Participatory Design Study"],"prefix":"10.2196","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-5346-1568","authenticated-orcid":false,"given":"In\u00eas","family":"Oliveira","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-8793-0689","authenticated-orcid":false,"given":"Miguel","family":"Russo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1157-2659","authenticated-orcid":false,"given":"Ana Isabel","family":"Almeida","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9676-8599","authenticated-orcid":false,"given":"Athanasios","family":"Vourvopoulos","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2899-9640","authenticated-orcid":false,"given":"Carla","family":"Mendes Pereira","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1010","published-online":{"date-parts":[[2025,10,15]]},"reference":[{"issue":"11","key":"R1","doi-asserted-by":"publisher","first-page":"877","DOI":"10.1016\/S1474-4422(17)30299-5","article-title":"Global, regional, and national burden of neurological disorders during 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015","volume":"16","author":"Feigin","journal-title":"Lancet Neurol"},{"issue":"5","key":"R2","doi-asserted-by":"publisher","first-page":"459","DOI":"10.1016\/S1474-4422(18)30499-X","article-title":"Global, regional, and national burden of neurological disorders, 1990-2016: a systematic analysis for the Global Burden of Disease Study 2016","volume":"18","author":"Feigin","journal-title":"Lancet Neurol"},{"key":"R3","unstructured":"National clinical guideline for stroke, fifth edition. Royal College of Physicians; 2016. URL: https:\/\/www.strokeguideline.org\/app\/uploads\/2023\/03\/2016-National-Clinical-Guideline-for-Stroke-5th-edition.pdf [Accessed 24-10-2024]"},{"issue":"4","key":"R4","doi-asserted-by":"publisher","first-page":"745","DOI":"10.1161\/STROKEAHA.109.572065","article-title":"Presence of finger extension and shoulder abduction within 72 hours after stroke predicts functional recovery: early prediction of functional outcome after stroke: the EPOS cohort study","volume":"41","author":"Nijland","journal-title":"Stroke"},{"issue":"1","key":"R5","doi-asserted-by":"publisher","first-page":"188","DOI":"10.1186\/s12984-024-01461-3","article-title":"Brain-movement relationship during upper-limb functional movements in chronic post-stroke patients","volume":"21","author":"Muller","journal-title":"J NeuroEngineering Rehabil"},{"issue":"3","key":"R6","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1177\/15459683211062890","article-title":"Quantifying quality of reaching movements longitudinally post-stroke: a systematic review","volume":"36","author":"Saes","journal-title":"Neurorehabil Neural Repair"},{"issue":"1","key":"R7","doi-asserted-by":"publisher","first-page":"56","DOI":"10.3390\/brainsci13010056","article-title":"Sensorimotor rhythm-based brain-computer interfaces for motor tasks used in hand upper extremity rehabilitation after stroke: a systematic review","volume":"13","author":"Fu","journal-title":"Brain Sci"},{"issue":"9","key":"R8","doi-asserted-by":"publisher","first-page":"1220","DOI":"10.2522\/ptj.20130271","article-title":"How do somatosensory deficits in the arm and hand relate to upper limb impairment, activity, and participation problems after stroke? A systematic review","volume":"94","author":"Meyer","journal-title":"Phys Ther"},{"issue":"4","key":"R9","doi-asserted-by":"publisher","first-page":"599","DOI":"10.1016\/j.pmr.2015.06.008","article-title":"Upper limb motor impairment post stroke","volume":"26","author":"Raghavan","journal-title":"Phys Med Rehabil Clin N Am"},{"issue":"10-11","key":"R10","doi-asserted-by":"publisher","first-page":"726","DOI":"10.1177\/15459683221129273","article-title":"Upper-limb motor intervention elements that drive improvement in biomarkers and clinical measures post-stroke: a systematic review in a systems paradigm","volume":"36","author":"Wingfield","journal-title":"Neurorehabil Neural Repair"},{"issue":"4","key":"R11","doi-asserted-by":"publisher","first-page":"880","DOI":"10.1177\/23969873231191304","article-title":"Motor rehabilitation after stroke: European Stroke Organisation (ESO) consensus-based definition and guiding framework","volume":"8","author":"Kwakkel","journal-title":"Eur Stroke J"},{"issue":"11","key":"R12","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD010820.pub2","article-title":"Interventions for improving upper limb function after stroke","volume":"2014","author":"Pollock","journal-title":"Cochrane Database Syst Rev"},{"issue":"7","key":"R13","doi-asserted-by":"publisher","first-page":"1839","DOI":"10.1161\/STROKEAHA.123.043110","article-title":"Comparative effectiveness of upper limb exercise interventions in individuals with stroke: a network meta-analysis","volume":"54","author":"Tenberg","journal-title":"Stroke"},{"issue":"1","key":"R14","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1038\/s41583-020-00396-7","article-title":"Encouraging an excitable brain state: mechanisms of brain repair in stroke","volume":"22","author":"Joy","journal-title":"Nat Rev Neurosci"},{"key":"R15","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2024.1402729","article-title":"Stroke rehabilitation: from diagnosis to therapy","volume":"15","author":"Li","journal-title":"Front Neurol"},{"key":"R16","doi-asserted-by":"publisher","DOI":"10.3389\/fnsys.2021.578875","article-title":"Progress in brain computer interface: challenges and opportunities","volume":"15","author":"Saha","journal-title":"Front Syst Neurosci"},{"issue":"1","key":"R17","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1177\/15500594211009065","article-title":"Efficacy of brain-computer interface and the impact of its design characteristics on poststroke upper-limb rehabilitation: a systematic review and meta-analysis of randomized controlled trials","volume":"53","author":"Mansour","journal-title":"Clin EEG Neurosci"},{"key":"R18","unstructured":"Niedermeyer E Silva FH . Electroencephalography: Basic Principles, Clinical Applications, and Related Fields. 5th ed. Lippincott Williams & Wilkins; 2005. ISBN: 9780781751261"},{"key":"R19","doi-asserted-by":"crossref","unstructured":"Lotte F Bougrain L Clerc M . Electroencephalography (EEG)-Based Brain-Computer Interfaces. Wiley Encyclopedia of Electrical and Electronics Engineering; 2015. [doi: 10.1002\/047134608X.W8278]","DOI":"10.1002\/047134608X.W8278"},{"issue":"1","key":"R20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12984-024-01535-2","article-title":"Efficacy of brain-computer interface training with motor imagery-contingent feedback in improving upper limb function and neuroplasticity among persons with chronic stroke: a double-blinded, parallel-group, randomized controlled trial","volume":"22","author":"Kim","journal-title":"J Neuroeng Rehabil"},{"issue":"2","key":"R21","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1177\/15459683211062895","article-title":"Brain-computer interface training based on brain activity can induce motor recovery in patients with stroke: a meta-analysis","volume":"36","author":"Nojima","journal-title":"Neurorehabil Neural Repair"},{"issue":"1","key":"R22","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1186\/s12883-020-01960-5","article-title":"Effect of brain-computer interface training based on non-invasive electroencephalography using motor imagery on functional recovery after stroke - a systematic review and meta-analysis","volume":"20","author":"Kruse","journal-title":"BMC Neurol"},{"issue":"1","key":"R23","doi-asserted-by":"publisher","first-page":"57","DOI":"10.1186\/s12984-020-00686-2","article-title":"Immediate and long-term effects of BCI-based rehabilitation of the upper extremity after stroke: a systematic review and meta-analysis","volume":"17","author":"Bai","journal-title":"J Neuroeng Rehabil"},{"key":"R24","doi-asserted-by":"crossref","unstructured":"Marquez-Chin C Kapadia-Desai N Kalsi-Ryan S . Brain\u2013computer interfaces. In: Brain\u2013Computer Interfaces: Neurorehabilitation of Voluntary Movement after Stroke and Spinal Cord Injury. Springer; 2021:51-65. [doi: 10.1007\/978-3-031-01608-0_4]","DOI":"10.1007\/978-3-031-01608-0_4"},{"issue":"6","key":"R25","doi-asserted-by":"publisher","first-page":"1785","DOI":"10.1007\/s00426-024-01982-5","article-title":"Imagery and motor learning: a special issue on the neurocognitive mechanisms of imagery and imagery practice of motor actions","volume":"88","author":"Frank","journal-title":"Psychol Res"},{"issue":"11","key":"R26","doi-asserted-by":"publisher","DOI":"10.3390\/healthcare9111568","article-title":"The association between mental motor imagery and real movement in stroke","volume":"9","author":"Poveda-Garc\u00eda","journal-title":"Healthcare (Basel)"},{"issue":"6","key":"R27","doi-asserted-by":"publisher","first-page":"1790","DOI":"10.1007\/s00426-022-01773-w","article-title":"Why motor imagery is not really motoric: towards a re-conceptualization in terms of effect-based action control","volume":"88","author":"Bach","journal-title":"Psychol Res"},{"issue":"5","key":"R28","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD005950.pub5","article-title":"Mental practice for treating upper extremity deficits in individuals with hemiparesis after stroke","volume":"5","author":"Barclay","journal-title":"Cochrane Database Syst Rev"},{"key":"R29","unstructured":"National Clinical Guideline for Stroke for the UK and Ireland. URL: https:\/\/www.strokeguideline.org [Accessed 01-10-2024]"},{"issue":"7","key":"R30","doi-asserted-by":"publisher","first-page":"763","DOI":"10.1177\/1747493019897843","article-title":"Canadian stroke best practice recommendations: Rehabilitation, recovery, and community participation following stroke. Part one: Rehabilitation and recovery following stroke","volume":"15","author":"Teasell","journal-title":"Int J Stroke"},{"key":"R31","doi-asserted-by":"publisher","DOI":"10.1155\/2023\/3752889","article-title":"Motor imagery and mental practice in the subacute and chronic phases in upper limb rehabilitation after stroke: a systematic review","volume":"2023","author":"Villa-Berges","journal-title":"Occup Ther Int"},{"issue":"6","key":"R32","doi-asserted-by":"publisher","first-page":"e98","DOI":"10.1161\/STR.0000000000000098","article-title":"Guidelines for adult stroke rehabilitation and recovery: a guideline for healthcare professionals from the American Heart Association\/American Stroke Association","volume":"47","author":"Winstein","journal-title":"Stroke"},{"key":"R33","doi-asserted-by":"publisher","DOI":"10.1016\/j.neubiorev.2018.08.003","article-title":"Neural correlates of action: comparing meta-analyses of imagery, observation, and execution","volume":"94","author":"Hardwick","journal-title":"Neurosci Biobehav Rev"},{"issue":"2","key":"R34","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1007\/s11065-014-9257-6","article-title":"Impact of neurologic deficits on motor imagery: a systematic review of clinical evaluations","volume":"24","author":"Di Rienzo","journal-title":"Neuropsychol Rev"},{"issue":"3","key":"R35","doi-asserted-by":"publisher","first-page":"146","DOI":"10.4103\/bc.bc_28_22","article-title":"Can mental practice adjunct in the recovery of motor function in the upper limbs after stroke? A systematic review and meta-analysis","volume":"8","author":"Aprigio","journal-title":"Brain Circ"},{"issue":"2","key":"R36","doi-asserted-by":"publisher","DOI":"10.1002\/pri.1764","article-title":"Brain-machine interface of upper limb recovery in stroke patients rehabilitation: a systematic review","volume":"24","author":"Carvalho","journal-title":"Physiother Res Int"},{"issue":"13","key":"R37","doi-asserted-by":"publisher","DOI":"10.3390\/s21134312","article-title":"Brain-computer interfaces systems for upper and lower limb rehabilitation: a systematic review","volume":"21","author":"Camargo-Vargas","journal-title":"Sensors (Basel)"},{"key":"R38","doi-asserted-by":"crossref","unstructured":"Weiss P Kizony R . Virtual reality in neurorehabilitation. In: Selzer M Clarke S Cohen L Duncan P Gage F , editors. Textbook of Neural Repair and Rehabilitation. Cambridge University Press; 2006:182-197. [doi: 10.1017\/CBO9780511545078.015] ISBN: 9780511545078","DOI":"10.1017\/CBO9780511545078.015"},{"issue":"5","key":"R39","doi-asserted-by":"publisher","first-page":"885","DOI":"10.1016\/j.apmr.2019.10.195","article-title":"Effectiveness of virtual reality-and gaming-based interventions for upper extremity rehabilitation poststroke: a meta-analysis","volume":"101","author":"Karamians","journal-title":"Arch Phys Med Rehabil"},{"issue":"5","key":"R40","doi-asserted-by":"publisher","first-page":"573","DOI":"10.1177\/02692155211066534","article-title":"Effects of virtual reality in improving upper extremity function after stroke: a systematic review and meta-analysis of randomized controlled trials","volume":"36","author":"Jin","journal-title":"Clin Rehabil"},{"issue":"11","key":"R41","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD008349.pub4","article-title":"Virtual reality for stroke rehabilitation","volume":"11","author":"Laver","journal-title":"Cochrane Database Syst Rev"},{"issue":"1","key":"R42","doi-asserted-by":"publisher","DOI":"10.1088\/1741-2552\/aaf12e","article-title":"A comprehensive review of EEG-based brain-computer interface paradigms","volume":"16","author":"Abiri","journal-title":"J Neural Eng"},{"issue":"3","key":"R43","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1007\/s11569-020-00378-0","article-title":"What it takes to be a pioneer: ability expectations from brain-computer interface users","volume":"14","author":"K\u00f6gel","journal-title":"Nanoethics"},{"key":"R44","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2021.806424","article-title":"\u201cMine works better\u201d: examining the influence of embodiment in virtual reality on the sense of agency during a binary motor imagery task with a brain-computer interface","volume":"12","author":"Ziadeh","journal-title":"Front Psychol"},{"key":"R45","doi-asserted-by":"crossref","unstructured":"Allison BZ . Could anyone use a BCI? In: Tan D Nijholt A , editors. Brain-Computer Interfaces: Applying Our Minds to Human-Computer Interaction. Springer; 2010:35-54. [doi: 10.1007\/978-1-84996-272-8_3] ISBN: 9781849962728","DOI":"10.1007\/978-1-84996-272-8_3"},{"key":"R46","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00882","article-title":"Effects of gamification in BCI functional rehabilitation","volume":"14","author":"de Castro-Cros","journal-title":"Front Neurosci"},{"issue":"9","key":"R47","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0161945","article-title":"The importance of visual feedback design in BCIs; from embodiment to motor imagery learning","volume":"11","author":"Alimardani","journal-title":"PLoS ONE"},{"issue":"1-2","key":"R48","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1080\/2326263X.2023.2264000","article-title":"Effect of head-mounted virtual reality and vibrotactile feedback in ERD during motor imagery Brain\u2013computer interface training","volume":"11","author":"Batista","journal-title":"Brain-Computer Interfaces"},{"issue":"4","key":"R49","doi-asserted-by":"publisher","first-page":"373","DOI":"10.1162\/PRES_a_00124","article-title":"The sense of embodiment in virtual reality","volume":"21","author":"Kilteni","journal-title":"Presence-Teleop Virt"},{"key":"R50","doi-asserted-by":"publisher","DOI":"10.3389\/frvir.2022.838369","article-title":"Why we should rethink our approach to embodiment and presence","volume":"3","author":"Forster","journal-title":"Front Virtual Real"},{"issue":"5","key":"R51","doi-asserted-by":"publisher","first-page":"851","DOI":"10.1002\/ana.24390","article-title":"Brain-computer interface boosts motor imagery practice during stroke recovery","volume":"77","author":"Pichiorri","journal-title":"Ann Neurol"},{"issue":"1","key":"R52","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0245717","article-title":"Embodied virtual reality for the study of real-world motor learning","volume":"16","author":"Haar","journal-title":"PLoS One"},{"key":"R53","doi-asserted-by":"publisher","DOI":"10.3389\/frobt.2022.906424","article-title":"A novel immersive virtual reality environment for the motor rehabilitation of stroke patients: a feasibility study","volume":"9","author":"Fregna","journal-title":"Front Robot AI"},{"key":"R54","doi-asserted-by":"crossref","unstructured":"Berm\u00fadez i Badia S . Virtual reality for sensorimotor rehabilitation post stroke: design principles and evidence. In: Reinkensmeyer D Dietz V , editors. Neurorehabilitation Technology. 2nd ed. Springer; 2016:573-603. [doi: 10.1007\/978-3-319-28603-7_28]","DOI":"10.1007\/978-3-319-28603-7_28"},{"key":"R55","doi-asserted-by":"publisher","DOI":"10.3389\/fresc.2022.789479","article-title":"Somesthetic, visual, and auditory feedback and their interactions applied to upper limb neurorehabilitation technology: a narrative review to facilitate contextualization of knowledge","volume":"3","author":"Proulx","journal-title":"Front Rehabil Sci"},{"issue":"12","key":"R56","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0112392","article-title":"The user-centered design as novel perspective for evaluating the usability of BCI-controlled applications","volume":"9","author":"K\u00fcbler","journal-title":"PLoS ONE"},{"issue":"3","key":"R57","doi-asserted-by":"publisher","first-page":"S1","DOI":"10.1016\/j.apmr.2015.01.007","article-title":"Brain-computer interface: current and emerging rehabilitation applications","volume":"96","author":"Daly","journal-title":"Arch Phys Med Rehabil"},{"issue":"1","key":"R58","doi-asserted-by":"publisher","DOI":"10.59717\/j.xinn-life.2024.100058","article-title":"Applications over the horizon - advancements and challenges in brain-computer interfaces","volume":"2","author":"Pang","journal-title":"The Innovation Life"},{"issue":"4","key":"R59","doi-asserted-by":"publisher","first-page":"82","DOI":"10.2302\/kjm.2022-0002-OA","article-title":"Brain-machine interface (BMI)-based neurorehabilitation for post-stroke upper limb paralysis","volume":"71","author":"Liu","journal-title":"Keio J Med"},{"issue":"2","key":"R60","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1191\/1478088706qp063oa","article-title":"Using thematic analysis in psychology","volume":"3","author":"Braun","journal-title":"Qual Res Psychol"},{"issue":"4","key":"R61","doi-asserted-by":"publisher","first-page":"589","DOI":"10.1080\/2159676X.2019.1628806","article-title":"Reflecting on reflexive thematic analysis","volume":"11","author":"Braun","journal-title":"Qual Res Sport Exerc Health"},{"issue":"2","key":"R62","doi-asserted-by":"publisher","first-page":"34","DOI":"10.3390\/informatics8020034","article-title":"A systematic review of design workshops for health information technologies","volume":"8","author":"Ozkaynak","journal-title":"Informatics (MDPI)"},{"issue":"1","key":"R63","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1177\/1938965520967769","article-title":"Qualitative research via focus groups: will going online affect the diversity of your findings?","volume":"62","author":"Richard","journal-title":"Cornell Hosp Q"},{"key":"R64","doi-asserted-by":"crossref","unstructured":"Vourvopoulos A Ferreira A Badia S i . NeuRow: an immersive VR environment for motor-imagery training with the use of brain-computer interfaces and vibrotactile feedback. Presented at: Proceedings of the 3rd International Conference on Physiological Computing Systems; Jul 27-28, 2016; Lisbon, Portugal. [doi: 10.5220\/0005939400430053]","DOI":"10.5220\/0005939400430053"},{"issue":"6","key":"R65","doi-asserted-by":"publisher","first-page":"349","DOI":"10.1093\/intqhc\/mzm042","article-title":"Consolidated Criteria for Reporting Qualitative Research (COREQ): a 32-item checklist for interviews and focus groups","volume":"19","author":"Tong","journal-title":"Int J Qual Health Care"},{"issue":"1","key":"R66","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1080\/13814788.2017.1375092","article-title":"Series: practical guidance to qualitative research. Part 4: trustworthiness and publishing","volume":"24","author":"Korstjens","journal-title":"Eur J Gen Pract"},{"key":"R67","doi-asserted-by":"publisher","DOI":"10.1177\/16094069211053097","article-title":"Virtual co-creation: a guide to conducting online co-creation workshops","volume":"20","author":"Benson","journal-title":"Int J Qual Methods"},{"issue":"3","key":"R68","doi-asserted-by":"publisher","first-page":"328","DOI":"10.1080\/14780887.2020.1769238","article-title":"One size fits all? What counts as quality practice in (reflexive) thematic analysis?","volume":"18","author":"Braun","journal-title":"Qual Res Psychol"},{"key":"R69","unstructured":"People-centred health care: a policy framework. World Health Organization. 2007. URL: https:\/\/www.who.int\/publications\/i\/item\/9789290613176 [Accessed 02-10-2024]"},{"key":"R70","unstructured":"Chapter 5: rehabilitation - living clinical guidelines for stroke management. Stroke Foundation. 2023. URL: https:\/\/informme.org.au\/guidelines\/living-clinical-guidelines-for-stroke-management [Accessed 24-07-2024]"},{"key":"R71","doi-asserted-by":"publisher","DOI":"10.1177\/20552076241251634","article-title":"Virtual reality after stroke: identifying important characteristics when designing experiences to improve engagement in upper limb rehabilitation","volume":"10","author":"Isbel","journal-title":"Digit Health"},{"issue":"1","key":"R72","doi-asserted-by":"publisher","first-page":"116","DOI":"10.1186\/s12984-023-01238-0","article-title":"Autonomy support encourages use of more-affected arm post-stroke","volume":"20","author":"Kim","journal-title":"J Neuroeng Rehabil"},{"issue":"5","key":"R73","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0154792","article-title":"Upper limb outcome measures used in stroke rehabilitation studies: a systematic literature review","volume":"11","author":"Santisteban","journal-title":"PLoS ONE"},{"issue":"5","key":"R74","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1177\/1747493017711813","article-title":"Standardized measurement of sensorimotor recovery in stroke trials: consensus-based core recommendations from the Stroke Recovery and Rehabilitation Roundtable","volume":"12","author":"Kwakkel","journal-title":"Int J Stroke"},{"key":"R75","unstructured":"International classification of functioning, disability and health. World Health Organization. 2001. URL: https:\/\/iris.who.int\/bitstream\/handle\/10665\/42407\/9241545429.pdf?sequence=1 [Accessed 02-10-2024]"},{"issue":"1","key":"R76","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1080\/10749357.2023.2197278","article-title":"Upper limb assessment with inertial measurement units according to the international classification of functioning in stroke: a systematic review and correlation meta-analysis","volume":"31","author":"Martino Cinnera","journal-title":"Top Stroke Rehabil"},{"issue":"8","key":"R77","doi-asserted-by":"publisher","first-page":"783","DOI":"10.1177\/1747493019873519","article-title":"Standardized measurement of quality of upper limb movement after stroke: consensus-based core recommendations from the Second Stroke Recovery and Rehabilitation Roundtable","volume":"14","author":"Kwakkel","journal-title":"Int J Stroke"},{"issue":"6","key":"R78","doi-asserted-by":"publisher","first-page":"1870","DOI":"10.1007\/s00426-022-01771-y","article-title":"The multisensory nature of human action imagery","volume":"88","author":"Kr\u00fcger","journal-title":"Psychol Res"},{"issue":"3","key":"R79","doi-asserted-by":"publisher","first-page":"036024","DOI":"10.1088\/1741-2560\/13\/3\/036024","article-title":"Why standard brain-computer interface (BCI) training protocols should be changed: an experimental study","volume":"13","author":"Jeunet","journal-title":"J Neural Eng"},{"issue":"4","key":"R80","doi-asserted-by":"publisher","first-page":"397","DOI":"10.1007\/s11065-019-09417-4","article-title":"Visuospatial neglect - a theory-informed overview of current and emerging strategies and a systematic review on the therapeutic use of non-invasive brain stimulation","volume":"29","author":"Zebhauser","journal-title":"Neuropsychol Rev"},{"issue":"21-22","key":"R81","doi-asserted-by":"publisher","first-page":"2033","DOI":"10.3109\/09638288.2011.556208","article-title":"Visuomotor imagery as a new tool in the rehabilitation of neglect: a randomised controlled study of feasibility and efficacy","volume":"33","author":"Welfringer","journal-title":"Disabil Rehabil"},{"issue":"7","key":"R82","doi-asserted-by":"publisher","first-page":"627","DOI":"10.1177\/0269215510395793","article-title":"Longer versus shorter mental practice sessions for affected upper extremity movement after stroke: a randomized controlled trial","volume":"25","author":"Page","journal-title":"Clin Rehabil"},{"issue":"1","key":"R83","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1080\/13803395.2018.1500527","article-title":"Motor imagery in chronic neglect: an fMRI pilot study","volume":"41","author":"Simon","journal-title":"J Clin Exp Neuropsychol"},{"key":"R84","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2021.661816","article-title":"Analysis of prognostic risk factors determining poor functional recovery after comprehensive rehabilitation including motor-imagery brain-computer interface training in stroke patients: a prospective study","volume":"12","author":"Wu","journal-title":"Front Neurol"},{"key":"R85","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2025.1456146","article-title":"A systematic review of alterations in sensorimotor networks following stroke: implications for integration and functional outcomes across recovery stages","volume":"16","author":"Sahrizan","journal-title":"Front Neurol"},{"issue":"1","key":"R86","doi-asserted-by":"publisher","first-page":"170","DOI":"10.1093\/brain\/awl333","article-title":"Functional potential in chronic stroke patients depends on corticospinal tract integrity","volume":"130","author":"Stinear","journal-title":"Brain (Bacau)"},{"issue":"8","key":"R87","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2023.e18308","article-title":"A review on EMG\/EEG based control scheme of upper limb rehabilitation robots for stroke patients","volume":"9","author":"Sarhan","journal-title":"Heliyon"},{"issue":"3","key":"R88","doi-asserted-by":"publisher","first-page":"635","DOI":"10.1113\/JP285559","article-title":"Using mechanistic knowledge to appraise contemporary approaches to the rehabilitation of upper limb function following stroke","volume":"603","author":"Carson","journal-title":"J Physiol (Lond)"},{"key":"R89","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2024.1295859","article-title":"Motor imagery therapy improved upper limb motor function in stroke patients with hemiplegia by increasing functional connectivity of sensorimotor and cognitive networks","volume":"18","author":"Liu","journal-title":"Front Hum Neurosci"},{"issue":"1","key":"R90","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12984-025-01588-x","article-title":"Effects of brain-computer interface based training on post-stroke upper-limb rehabilitation: a meta-analysis","volume":"22","author":"Li","journal-title":"J NeuroEngineering Rehabil"},{"key":"R91","doi-asserted-by":"publisher","DOI":"10.1016\/j.physio.2024.101417","article-title":"Predictive factors and dose\u2013response effect of rehabilitation for upper limb induced recovery after stroke: systematic review with proportional meta-analyses","volume":"125","author":"Salvalaggio","journal-title":"Physiotherapy"},{"issue":"7","key":"R92","doi-asserted-by":"publisher","first-page":"1245","DOI":"10.1080\/17483107.2021.2001061","article-title":"Effectiveness of task-specific training using assistive devices and task-specific usual care on upper limb performance after stroke: a systematic review and meta-analysis","volume":"18","author":"Rozevink","journal-title":"Disabil Rehabil Assist Technol"},{"issue":"3-4","key":"R93","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1002\/oti.275","article-title":"Task\u2010specific training: evidence for and translation to clinical practice","volume":"16","author":"Hubbard","journal-title":"Occupation Therapy Intl"},{"issue":"10","key":"R94","doi-asserted-by":"publisher","DOI":"10.3390\/jcm9103369","article-title":"Clinical application of virtual reality for upper limb motor rehabilitation in stroke: review of technologies and clinical evidence","volume":"9","author":"Kim","journal-title":"J Clin Med"},{"key":"R95","doi-asserted-by":"publisher","DOI":"10.3389\/fnagi.2022.875794","article-title":"Effectiveness and success factors of bilateral arm training after stroke: a systematic review and meta-analysis","volume":"14","author":"Chen","journal-title":"Front Aging Neurosci"},{"issue":"7","key":"R96","doi-asserted-by":"publisher","first-page":"107131","DOI":"10.1016\/j.jstrokecerebrovasdis.2023.107131","article-title":"Effect of task-based bilateral arm training on upper limb recovery after stroke: a systematic review and meta-analysis","volume":"32","author":"Gnanaprakasam","journal-title":"J Stroke Cerebrovasc Dis"},{"issue":"4","key":"R97","doi-asserted-by":"publisher","first-page":"105617","DOI":"10.1016\/j.jstrokecerebrovasdis.2021.105617","article-title":"The effects of unilateral versus bilateral motor training on upper limb function in adults with chronic stroke: a systematic review","volume":"30","author":"Richardson","journal-title":"J Stroke Cerebrovasc Dis"},{"key":"R98","unstructured":"Mladenovi\u0107 J Frey J Bonnet-Save M Mattout J Lotte F . The impact of flow in an EEG-based brain computer interface. arXiv. Preprint posted online on Jun 6, 2017. [doi: 10.48550\/arXiv.1706.01728]"},{"issue":"7","key":"R99","doi-asserted-by":"publisher","DOI":"10.3390\/brainsci13070996","article-title":"A quantitative investigation of mental fatigue elicited during motor imagery practice: selective effects on maximal force performance and imagery ability","volume":"13","author":"Di Rienzo","journal-title":"Brain Sci"},{"issue":"23","key":"R100","doi-asserted-by":"publisher","DOI":"10.3390\/s22239051","article-title":"Implementing performance accommodation mechanisms in online BCI for stroke rehabilitation: a study on perceived control and frustration","volume":"22","author":"Jochumsen","journal-title":"Sensors (Basel)"},{"issue":"12","key":"R101","doi-asserted-by":"publisher","DOI":"10.3390\/bioengineering9120768","article-title":"A review of brain activity and EEG-based brain\u2013computer interfaces for rehabilitation application","volume":"9","author":"Orban","journal-title":"Bioengineering (Basel)"},{"issue":"6","key":"R102","doi-asserted-by":"publisher","first-page":"2971","DOI":"10.1002\/hbm.23566","article-title":"Cortical and subcortical mechanisms of brain-machine interfaces","volume":"38","author":"Marchesotti","journal-title":"Hum Brain Mapp"},{"issue":"44","key":"R103","doi-asserted-by":"publisher","first-page":"E6058","DOI":"10.1073\/pnas.1508080112","article-title":"High-speed spelling with a noninvasive brain-computer interface","volume":"112","author":"Chen","journal-title":"Proc Natl Acad Sci U S A"},{"issue":"4","key":"R104","doi-asserted-by":"publisher","first-page":"783","DOI":"10.1007\/s12553-021-00560-8","article-title":"Systematic review of training environments with motor imagery brain\u2013computer interface: coherent taxonomy, open issues and recommendation pathway solution","volume":"11","author":"Al-Qaysi","journal-title":"Health Technol"},{"key":"R105","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00623","article-title":"Improving real-time brain state classification of motor imagery tasks during neurofeedback training","volume":"14","author":"Bagarinao","journal-title":"Front Neurosci"},{"issue":"4","key":"R106","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1016\/j.jphys.2024.08.007","article-title":"Motor imagery priming improves activity and impairment outcomes in people after stroke but the effects of other types of priming are unclear: a systematic review","volume":"70","author":"Dorsch","journal-title":"J Physiother"},{"key":"R107","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2024.1390811","article-title":"The relationship between rehabilitation motivation and upper limb motor function in stroke patients","volume":"15","author":"Li","journal-title":"Front Neurol"},{"key":"R108","doi-asserted-by":"publisher","DOI":"10.3389\/fnsys.2019.00074","article-title":"Principles of neurorehabilitation after stroke based on motor learning and brain plasticity mechanisms","volume":"13","author":"Maier","journal-title":"Front Syst Neurosci"},{"key":"R109","doi-asserted-by":"crossref","unstructured":"Thompson SER W\u00fcnsche BC Lange-Nawka D . Relationship between motivational strategies and gamification user types in VR movement games. Presented at: 2023 38th International Conference on Image and Vision Computing New Zealand (IVCNZ); Nov 29-30, 2023; Palmerston North, New Zealand. [doi: 10.1109\/IVCNZ61134.2023.10344250]","DOI":"10.1109\/IVCNZ61134.2023.10344250"},{"key":"R110","doi-asserted-by":"crossref","unstructured":"Gao C Xia M Zhang Z et al. Improving the brain-computer interface learning process with gamification in motor imagery: a review gamification - analysis, design, development and ludification. In: Deliyannis I , editor. Gamification - Analysis, Design, Development and Ludification. IntechOpen; 2022. [doi: 10.5772\/intechopen.105715] ISBN: 9781803562629","DOI":"10.5772\/intechopen.105715"},{"key":"R111","doi-asserted-by":"publisher","DOI":"10.1016\/j.chbr.2024.100508","article-title":"Gamification of motor imagery brain-computer interface training protocols: a systematic review","volume":"16","author":"Atilla","journal-title":"Comput Hum Behav Rep"},{"issue":"1","key":"R112","doi-asserted-by":"publisher","first-page":"490","DOI":"10.1016\/j.clinph.2015.06.004","article-title":"The effect of multimodal and enriched feedback on SMR-BCI performance","volume":"127","author":"Sollfrank","journal-title":"Clin Neurophysiol"},{"issue":"6","key":"R113","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0156591","article-title":"Ownership and agency of an independent supernumerary hand induced by an imitation brain-computer interface","volume":"11","author":"Bashford","journal-title":"PLoS ONE"},{"issue":"1","key":"R114","doi-asserted-by":"publisher","first-page":"1617","DOI":"10.1038\/s41467-018-03989-0","article-title":"Motor imagery involves predicting the sensory consequences of the imagined movement","volume":"9","author":"Kilteni","journal-title":"Nat Commun"},{"issue":"6","key":"R115","doi-asserted-by":"publisher","first-page":"1849","DOI":"10.1007\/s00426-023-01812-0","article-title":"A theoretical perspective on action consequences in action imagery: internal prediction as an essential mechanism to detect errors","volume":"88","author":"Rieger","journal-title":"Psychol Res"},{"key":"R116","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2020.00528","article-title":"A survey on the use of haptic feedback for brain-computer interfaces and neurofeedback","volume":"14","author":"Fleury","journal-title":"Front Neurosci"},{"key":"R117","doi-asserted-by":"crossref","unstructured":"Kjeldsen TKK Nielsen TB Ziadeh H et al. Effect of continuous and discrete feedback on agency and frustration in a brain-computer interface virtual reality interaction. Presented at: 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE); Oct 25-27, 2021; Kragujevac, Serbia. [doi: 10.1109\/BIBE52308.2021.9635586]","DOI":"10.1109\/BIBE52308.2021.9635586"},{"key":"R118","doi-asserted-by":"publisher","DOI":"10.3389\/fnsys.2014.00052","article-title":"Effect of biased feedback on motor imagery learning in BCI-teleoperation system","volume":"8","author":"Alimardani","journal-title":"Front Syst Neurosci"},{"issue":"1","key":"R119","doi-asserted-by":"publisher","first-page":"31907010","DOI":"10.1186\/s12984-019-0624-7","article-title":"Clinician awareness of brain computer interfaces: a Canadian national survey","volume":"17","author":"Letourneau","journal-title":"J NeuroEngineering Rehabil"},{"key":"R120","doi-asserted-by":"publisher","DOI":"10.3389\/fnins.2021.699428","article-title":"Challenges and opportunities for the future of brain-computer interface in neurorehabilitation","volume":"15","author":"Simon","journal-title":"Front Neurosci"},{"issue":"9","key":"R121","doi-asserted-by":"publisher","first-page":"5745","DOI":"10.1097\/JS9.0000000000002022","article-title":"Brain\u2013computer interfaces: the innovative key to unlocking neurological conditions","volume":"110","author":"Zhang","journal-title":"Int J Surg"},{"key":"R122","doi-asserted-by":"publisher","DOI":"10.1016\/j.jneumeth.2022.109736","article-title":"A review of critical challenges in MI-BCI: from conventional to deep learning methods","volume":"383","author":"Khademi","journal-title":"J Neurosci Methods"},{"issue":"3","key":"R123","doi-asserted-by":"publisher","first-page":"031005","DOI":"10.1088\/1741-2552\/aab2f2","article-title":"A review of classification algorithms for EEG-based brain\u2013computer interfaces: a 10 year update","volume":"15","author":"Lotte","journal-title":"J Neural Eng"},{"issue":"9","key":"R124","doi-asserted-by":"publisher","first-page":"513","DOI":"10.1038\/nrneurol.2016.113","article-title":"Brain-computer interfaces for communication and rehabilitation","volume":"12","author":"Chaudhary","journal-title":"Nat Rev Neurol"},{"key":"R125","doi-asserted-by":"publisher","DOI":"10.3389\/fnhum.2021.648275","article-title":"Design considerations for long term non-invasive brain computer interface training with tetraplegic CYBATHLON pilot","volume":"15","author":"Robinson","journal-title":"Front Hum Neurosci"},{"key":"R126","doi-asserted-by":"publisher","DOI":"10.3389\/fnrgo.2022.1082901","article-title":"Modeling the acceptability of BCIs for motor rehabilitation after stroke: a large scale study on the general public","volume":"3","author":"Grevet","journal-title":"Front Neuroergonomics"}],"container-title":["JMIR Rehabilitation and Assistive Technologies"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/rehab.jmir.org\/2025\/1\/e71789","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,30]],"date-time":"2026-06-30T18:01:35Z","timestamp":1782842495000},"score":1,"resource":{"primary":{"URL":"https:\/\/rehab.jmir.org\/2025\/1\/e71789"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,15]]},"references-count":126,"URL":"https:\/\/doi.org\/10.2196\/71789","relation":{},"ISSN":["2369-2529"],"issn-type":[{"value":"2369-2529","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,15]]},"article-number":"v12i11e71789"}}