{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T04:59:20Z","timestamp":1790830760315,"version":"4.1.0"},"reference-count":41,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T00:00:00Z","timestamp":1790812800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Neurol."],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>Virtual reality (VR) and gamified digital rehabilitation can increase task-specific practice and feedback for individuals with Spinal Cord Injury (SCI); however, their incremental effects on functional recovery remain uncertain.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      We searched PubMed, Web of Science, Embase, and the Cochrane Library from database inception through July 1, 2026, for randomized controlled trials (RCTs) evaluating VR or gamified digital rehabilitation in adults with SCI. Comparator conditions were classified as active rehabilitation, sham or attention control, or minimal\/no intervention. The primary outcome was the Spinal Cord Independence Measure (SCIM). Hedges\u2019\n                      <jats:italic>g<\/jats:italic>\n                      estimates were synthesized using a Bayesian three-level random-effects model that accounted for within-study dependence. We estimated the 95% credible interval (CrI), 95% prediction interval (PI), and posterior probabilities of any benefit (\n                      <jats:italic>g<\/jats:italic>\n                      &amp;gt;\u202f0) and of meeting a distribution-based threshold for clinical importance (\n                      <jats:italic>g<\/jats:italic>\n                      \u2265\u202f0.40). A\n                      <jats:italic>post hoc<\/jats:italic>\n                      sensitivity analysis restricted the SCIM synthesis to trials with active-rehabilitation comparators. Seven secondary outcomes were synthesized separately. Risk of bias and certainty of evidence were assessed using the Cochrane Risk of Bias 2 tool (RoB 2) and the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      Thirteen RCTs involving 295 participants were included; comparator conditions were active rehabilitation in ten trials, sham or attention control in two, and no intervention in one. Seven studies contributed 25 eligible SCIM effect estimates. The pooled posterior mean effect favored digital rehabilitation but was small and imprecisely estimated (Hedges\u2019\n                      <jats:italic>g<\/jats:italic>\n                      =\u202f0.24; 95% CrI, \u22120.12 to 0.61; 95% PI, \u22121.17 to 1.58). The posterior probabilities of any benefit and of a clinically important effect were 91.8 and 17.4%, respectively. Restricting the synthesis to the six SCIM studies with active-rehabilitation comparators yielded a similar, imprecise estimate (\n                      <jats:italic>g<\/jats:italic>\n                      =\u202f0.28; 95% CrI, \u22120.20 to 0.75). Posterior mean effects for all seven secondary outcomes favored digital rehabilitation, although each 95% CrI included the null value. Direct posterior comparisons provided no clear evidence of effect modification by intervention category, injury completeness, or intervention duration. The weekly-dose association was uncertain and did not improve predictive performance. Overall risk of bias was rated as some concerns, and certainty was very low for all outcomes.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>VR and gamified digital rehabilitation may provide small functional benefits relative to the comparator conditions used in the included trials; however, clinically important and reproducible improvements have not been demonstrated. Current evidence is insufficient to prioritize specific technology types, patient subgroups, intervention durations, or weekly training doses.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Systematic review registration<\/jats:title>\n                    <jats:p>\n                      CRD420261458807;\n                      <jats:ext-link>https:\/\/www.crd.york.ac.uk\/PROSPERO\/view\/CRD420261458807<\/jats:ext-link>\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fneur.2026.1954856","type":"journal-article","created":{"date-parts":[[2026,10,1]],"date-time":"2026-10-01T04:40:42Z","timestamp":1790829642000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Effects of virtual reality and gamified digital rehabilitation on functional recovery in individuals with Spinal Cord Injury: a systematic review and Bayesian multilevel meta-analysis"],"prefix":"10.3389","volume":"17","author":[{"given":"Mengnan","family":"Xie","sequence":"first","affiliation":[{"name":"School of Physical Education, Shanxi University","place":["Taiyuan, Shanxi, China"]},{"name":"Department of Physical Education, Lyuliang University","place":["Lyuliang, Shanxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingyue","family":"Jiao","sequence":"additional","affiliation":[{"name":"School of Teacher Education, Hezhou University","place":["Hezhou, Guangxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zelong","family":"Duan","sequence":"additional","affiliation":[{"name":"Department of Physical Education, Lyuliang University","place":["Lyuliang, Shanxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jian","family":"Li","sequence":"additional","affiliation":[{"name":"Department of Physical Education, Shanxi Institute of Science and Technology","place":["Jincheng, Shanxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yueying","family":"Zhu","sequence":"additional","affiliation":[{"name":"School of Teacher Education, Hezhou University","place":["Hezhou, Guangxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Binbin","family":"Zhang","sequence":"additional","affiliation":[{"name":"Faculty of Sports and Leisure, Guangdong Ocean University","place":["Zhanjiang, Guangdong, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Fangfang","family":"Wen","sequence":"additional","affiliation":[{"name":"School of Teacher Education, Hezhou University","place":["Hezhou, Guangxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jifeng","family":"Long","sequence":"additional","affiliation":[{"name":"School of Teacher Education, Hezhou University","place":["Hezhou, Guangxi, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,10,1]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"1026","DOI":"10.1016\/S1474-4422(23)00287-9","article-title":"Global, regional, and national burden of spinal cord injury, 1990\u20132019: a systematic analysis for the global burden of disease study 2019","volume":"22","author":"Safdarian","year":"2023","journal-title":"Lancet Neurol"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"1371","DOI":"10.1089\/neu.2004.21.1371","article-title":"Targeting recovery: priorities of the spinal cord-injured population","volume":"21","author":"Anderson","year":"2004","journal-title":"J Neurotrauma"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"1926","DOI":"10.1080\/09638280601046302","article-title":"The Spinal Cord Independence Measure (SCIM) version III: reliability and validity in a multi-center international study","volume":"29","author":"Itzkovich","year":"2007","journal-title":"Disabil Rehabil"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"415","DOI":"10.2522\/ptj.20130579","article-title":"Emergence of virtual reality as a tool for upper limb rehabilitation: incorporation of motor control and motor learning principles","volume":"95","author":"Levin","year":"2015","journal-title":"Phys Ther"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"1406","DOI":"10.2522\/ptj.20050212","article-title":"Neuroplasticity after spinal cord injury and training: An emerging paradigm shift in rehabilitation and walking recovery","volume":"86","author":"Behrman","year":"2006","journal-title":"Phys Ther"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2016\/6397828","article-title":"Effectiveness of the virtual reality system toyra on upper limb function in people with tetraplegia: a pilot randomized clinical trial","volume":"2016","author":"Dimbwadyo-Terrer","year":"2016","journal-title":"Biomed Res Int"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"927","DOI":"10.31616\/asj.2018.12.5.927","article-title":"Efficacy of virtual reality in upper limb rehabilitation in patients with spinal cord injury: a pilot randomized controlled trial","volume":"12","author":"Prasad","year":"2018","journal-title":"Asian Spine J"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1310\/sci16-00003","article-title":"Study on the effectiveness of virtual reality game-based training on balance and functional performance in individuals with paraplegia","volume":"23","author":"Khurana","year":"2017","journal-title":"Top Spinal Cord Inj Rehabil"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1038\/s41393-021-00745-y","article-title":"The effects of virtual soccer game on balance, gait function, and kick speed in chronic incomplete spinal cord injury: a 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localization: an improved r\u02c6 for assessing convergence of MCMC (with discussion)","volume":"16","author":"Vehtari","year":"2021","journal-title":"Bayesian Anal"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.64898\/2025.11.28.25340891","article-title":"Training with a non-invasive brain-machine interface, combined with virtual reality and assisted robotic locomotion, induces significant motor recovery and partial reversal of widespread cortical atrophy in Asia a paraplegics: a randomized, controlled, single-center trial","author":"Zhao","year":"2025","journal-title":"medRxiv"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1038\/s41394-022-00552-4","article-title":"Feasibility of home hand rehabilitation using musicglove after chronic spinal cord injury","volume":"8","author":"Sanders","year":"2022","journal-title":"Spinal Cord Ser Cases"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"pmrj.70140","DOI":"10.1002\/pmrj.70140","article-title":"Effect of a virtual walking and therapeutic exercise-based intervention on gait and balance in people with incomplete spinal cord injury","author":"Moll\u00e0-Casanova","year":"2026","journal-title":"PM R"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1038\/s41394-024-00675-w","article-title":"Effectiveness of virtual-walking intervention combined with exercise on improving pain and function in incomplete spinal cord injury: a feasibility study","volume":"10","author":"Moll\u00e0-Casanova","year":"2024","journal-title":"Spinal Cord Ser Cases"},{"key":"ref34","doi-asserted-by":"publisher","first-page":"6321","DOI":"10.3390\/ijerph19106321","article-title":"The impact of robotic therapy on the self-perception of upper limb function in cervical spinal cord injury: a pilot randomized controlled trial","volume":"19","author":"Lozano-Berrio","year":"2022","journal-title":"Int J Environ Res Public Health"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"311","DOI":"10.5535\/arm.19181","article-title":"A fully immersive virtual reality method for upper limb rehabilitation in spinal cord injury","volume":"44","author":"Lim","year":"2020","journal-title":"Ann Rehabil Med"},{"key":"ref36","doi-asserted-by":"publisher","first-page":"412","DOI":"10.1177\/1545968310394869","article-title":"In-home tele-rehabilitation improves tetraplegic hand function","volume":"25","author":"Kowalczewski","year":"2011","journal-title":"Neurorehabil Neural Repair"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1038\/s41393-018-0190-z","article-title":"Clinical efficacy of upper limb robotic therapy in people with tetraplegia: a pilot randomized controlled trial","volume":"57","author":"Kim","year":"2019","journal-title":"Spinal 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