{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T09:55:25Z","timestamp":1785405325717,"version":"3.56.0"},"reference-count":47,"publisher":"Cambridge University Press (CUP)","issue":"2","license":[{"start":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T00:00:00Z","timestamp":1771200000000},"content-version":"unspecified","delay-in-days":15,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Int Neuropsychol Soc"],"published-print":{"date-parts":[[2026,2]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:sec id=\"S1355617726101854_as1\">\n                    <jats:title>Objective:<\/jats:title>\n                    <jats:p>Network modeling of post-concussion symptoms following mild traumatic brain injury (mTBI) has emerged as a promising tool for understanding how cognitive, emotional, and somatic symptoms co-occur and interact. However, the generalizability of networks developed in individual studies remains unclear. This study aimed to develop the first-ever meta-analytic pooled between-persons network structure of post-concussion symptoms and systematically examine the between-study heterogeneity of these symptom networks.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"S1355617726101854_as2\">\n                    <jats:title>Methods:<\/jats:title>\n                    <jats:p>Using the Meta-Analytic Gaussian Network Aggregation (MAGNA) framework, a single pooled network model was developed by aggregating data from 6 distinct samples, comprising a total of 5,776 participants. Additionally, this study quantitatively assessed the degree of heterogeneity across these studies.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"S1355617726101854_as3\">\n                    <jats:title>Results:<\/jats:title>\n                    <jats:p>Strong symptom clusters between cognitive, emotional, and somatic symptoms were identified. Concentration difficulty and slowed thinking were the most central symptoms in the pooled MAGNA network. Large between-study heterogeneity was observed.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec id=\"S1355617726101854_as4\">\n                    <jats:title>Conclusions:<\/jats:title>\n                    <jats:p>Findings from this meta-analysis highlight cognitive symptoms as most important for defining the network structure after mTBI at a group level, potentially perpetuating and\/or being perpetuated by symptoms in other domains. The large heterogeneity observed between studies underscores the need for an idiographic (person-specific) approach to studying post-concussion symptom networks to inform precision rehabilitation.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1017\/s1355617726101854","type":"journal-article","created":{"date-parts":[[2026,2,16]],"date-time":"2026-02-16T08:56:47Z","timestamp":1771232207000},"page":"111-122","source":"Crossref","is-referenced-by-count":1,"title":["Network models of symptoms following mild traumatic brain injury: A systematic review and meta-analysis"],"prefix":"10.1017","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9138-9805","authenticated-orcid":false,"given":"Shuyuan","family":"Shi","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/03rmrcq20","id-type":"ROR","asserted-by":"publisher"}],"name":"The University of British Columbia - Vancouver Campus"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Aaron J.","family":"Fisher","sequence":"additional","affiliation":[{"name":"University of California Berkeley"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8027-7111","authenticated-orcid":false,"given":"Amanda R.","family":"Rabinowitz","sequence":"additional","affiliation":[{"name":"Moss Rehabilitation Research Institute"},{"name":"Thomas Jefferson University"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Noah D.","family":"Silverberg","sequence":"additional","affiliation":[{"id":[{"id":"https:\/\/ror.org\/03rmrcq20","id-type":"ROR","asserted-by":"publisher"}],"name":"The University of British Columbia - Vancouver Campus"},{"id":[{"id":"https:\/\/ror.org\/03bd8jh67","id-type":"ROR","asserted-by":"publisher"}],"name":"Vancouver Coastal Health"},{"id":[{"id":"https:\/\/ror.org\/03rmrcq20","id-type":"ROR","asserted-by":"publisher"}],"name":"Djavad Mowafaghian Centre for Brain Health"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"56","published-online":{"date-parts":[[2026,2,16]]},"reference":[{"key":"S1355617726101854_ref9","doi-asserted-by":"publisher","DOI":"10.1007\/s11682-015-9440-2"},{"key":"S1355617726101854_ref34","doi-asserted-by":"publisher","DOI":"10.1136\/bmjno-2024-000666"},{"key":"S1355617726101854_ref47","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2021.0200"},{"key":"S1355617726101854_ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.cpr.2021.102007"},{"key":"S1355617726101854_ref5","doi-asserted-by":"publisher","DOI":"10.1037\/abn0000446"},{"key":"S1355617726101854_ref11","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2023.1308540"},{"key":"S1355617726101854_ref19","doi-asserted-by":"publisher","DOI":"10.1080\/00273171.2021.1886897"},{"key":"S1355617726101854_ref3","doi-asserted-by":"publisher","DOI":"10.1002\/wps.20375"},{"key":"S1355617726101854_ref23","doi-asserted-by":"publisher","DOI":"10.1007\/BF00868811"},{"key":"S1355617726101854_ref46","doi-asserted-by":"publisher","DOI":"10.1682\/JRRD.2011.03.0051"},{"key":"S1355617726101854_ref37","doi-asserted-by":"publisher","DOI":"10.1001\/jamanetworkopen.2021.32221"},{"key":"S1355617726101854_ref44","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyt.2020.539777"},{"key":"S1355617726101854_ref7","doi-asserted-by":"publisher","DOI":"10.1227\/NEU.0000000000001447"},{"key":"S1355617726101854_ref24","doi-asserted-by":"publisher","DOI":"10.1177\/0363546512455400"},{"key":"S1355617726101854_ref33","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-57220-1"},{"key":"S1355617726101854_ref42","doi-asserted-by":"publisher","DOI":"10.1097\/HTR.0000000000000228"},{"key":"S1355617726101854_ref45","doi-asserted-by":"publisher","DOI":"10.1207\/s15324826an1303_4"},{"key":"S1355617726101854_ref27","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.b2535"},{"key":"S1355617726101854_ref20","doi-asserted-by":"publisher","DOI":"10.1093\/arclin\/acad001"},{"key":"S1355617726101854_ref26","doi-asserted-by":"publisher","DOI":"10.3109\/02699052.2015.1004755"},{"key":"S1355617726101854_ref12","doi-asserted-by":"publisher","DOI":"10.3758\/s13428-017-0862-1"},{"key":"S1355617726101854_ref2","doi-asserted-by":"publisher","DOI":"10.1080\/02699052.2016.1199902"},{"key":"S1355617726101854_ref30","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2018.01113"},{"key":"S1355617726101854_ref6","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2022.0185"},{"key":"S1355617726101854_ref38","doi-asserted-by":"publisher","DOI":"10.1037\/neu0000930"},{"key":"S1355617726101854_ref40","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2019-035527"},{"key":"S1355617726101854_ref17","doi-asserted-by":"publisher","DOI":"10.1073\/pnas.1711978115"},{"key":"S1355617726101854_ref10","unstructured":"Covidence systematic review software. (2024). Veritas Health Innovation. www.covidence.org"},{"key":"S1355617726101854_ref28","first-page":"252","volume-title":"Joanna Briggs Institute Manual for Evidence Synthesis","author":"Moola","year":"2020"},{"key":"S1355617726101854_ref4","doi-asserted-by":"publisher","DOI":"10.1146\/annurev-clinpsy-050212-185608"},{"key":"S1355617726101854_ref15","doi-asserted-by":"publisher","DOI":"10.1176\/appi.psy.42.1.48"},{"key":"S1355617726101854_ref32","doi-asserted-by":"publisher","DOI":"10.1080\/21622965.2022.2099742"},{"key":"S1355617726101854_ref35","doi-asserted-by":"publisher","DOI":"10.1037\/abn0000181"},{"key":"S1355617726101854_ref14","doi-asserted-by":"publisher","DOI":"10.1177\/2167702617744325"},{"key":"S1355617726101854_ref21","doi-asserted-by":"publisher","DOI":"10.1037\/abn0000704"},{"key":"S1355617726101854_ref41","doi-asserted-by":"publisher","DOI":"10.1186\/s12916-020-01740-5"},{"key":"S1355617726101854_ref36","doi-asserted-by":"publisher","DOI":"10.1080\/09540260310001606692"},{"key":"S1355617726101854_ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.apmr.2021.12.005"},{"key":"S1355617726101854_ref8","doi-asserted-by":"publisher","DOI":"10.1159\/000497425"},{"key":"S1355617726101854_ref16","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2023.1226367"},{"key":"S1355617726101854_ref22","doi-asserted-by":"publisher","DOI":"10.3389\/fneur.2019.00489"},{"key":"S1355617726101854_ref29","doi-asserted-by":"publisher","DOI":"10.1016\/j.rec.2021.07.010"},{"key":"S1355617726101854_ref13","doi-asserted-by":"publisher","DOI":"10.1007\/s11336-021-09764-3"},{"key":"S1355617726101854_ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s00415-006-0275-z"},{"key":"S1355617726101854_ref43","doi-asserted-by":"publisher","DOI":"10.1136\/jnnp-2017-317823"},{"key":"S1355617726101854_ref25","doi-asserted-by":"publisher","DOI":"10.1089\/neu.2021.0348"},{"key":"S1355617726101854_ref18","doi-asserted-by":"publisher","DOI":"10.1002\/jts.22860"}],"container-title":["Journal of the International Neuropsychological Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.cambridge.org\/core\/services\/aop-cambridge-core\/content\/view\/S1355617726101854","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T05:43:38Z","timestamp":1774935818000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.cambridge.org\/core\/product\/identifier\/S1355617726101854\/type\/journal_article"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,2]]},"references-count":47,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026,2]]}},"alternative-id":["S1355617726101854"],"URL":"https:\/\/doi.org\/10.1017\/s1355617726101854","relation":{},"ISSN":["1355-6177","1469-7661"],"issn-type":[{"value":"1355-6177","type":"print"},{"value":"1469-7661","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,2]]}}}