Network analysis of school absence: central symptoms and their functions

dc.contributor.authorAlanko, Katarina
dc.contributor.authorHeyne, David
dc.contributor.authorLagerström, Martin
dc.contributor.authorKnollman, Martin
dc.contributor.organizationfi=oppimisanalytiikan tutkimusinstituutti|en=Turku Research Institute for Learning Analytics|
dc.contributor.organization-code1.2.246.10.2458963.20.73636593326
dc.converis.publication-id505888477
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/505888477
dc.date.accessioned2026-01-21T12:14:39Z
dc.date.available2026-01-21T12:14:39Z
dc.description.abstract<p><strong>Objective:</strong> <br></p><p>School attendance problems (SAPs) often develop and persist through complex interactions among numerous influences. This study used network analysis to identify: (i) the most central symptoms reported by youths with SAPs; (ii) the most central functions underlying those symptoms; and (iii) the relationships among symptoms and among functions.</p><p><strong>Method:</strong> <br></p><p>Self-reported symptoms and their functions were assessed via an online survey comprising the Inventory of School Attendance Problems. We analysed data from Finnish middle school students (<em>M</em> age = 14.9 years, range 12–17, gender: 40% male, 57% female, 3% other) reporting school absence of ≥10%. There were 349 responses for symptoms and 333 responses for functions. Network analysis was used to identify the most central symptoms and functions (nodes) along with the associations between different symptoms, and the associations between different functions (edges).</p><p><strong>Results:</strong> <br></p><p>Results indicated complex networks among the symptoms and among the functions. Depression emerged as the descriptively most central node in both networks. In the symptoms network, it showed moderate links to Performance Anxiety, Aggression, and Social Anxiety. In the functions network, its strongest links were to School Aversion/Attractive Alternatives and Social Anxiety. Social Anxiety was also highly central in the functions network, with links to Agoraphobia/Panic and Problems with Peers. All 13 nodes were interlinked in both the symptoms and functions networks, reflecting widespread co-occurrence among symptoms and among functions.</p><p><strong>Conclusions:</strong> <br></p><p>Depression's central position across both the symptom and function networks may make it a valuable intervention target, even when other symptoms are also salient.</p>
dc.identifier.eissn2813-4540
dc.identifier.olddbid212262
dc.identifier.oldhandle10024/195280
dc.identifier.urihttps://www.utupub.fi/handle/11111/44024
dc.identifier.urlhttps://doi.org/10.3389/frcha.2025.1625164
dc.identifier.urnURN:NBN:fi-fe202601216711
dc.language.isoen
dc.okm.affiliatedauthorAlanko, Katarina
dc.okm.discipline113 Computer and information sciencesen_GB
dc.okm.discipline3124 Neurology and psychiatryen_GB
dc.okm.discipline515 Psychologyen_GB
dc.okm.discipline516 Educational sciencesen_GB
dc.okm.discipline113 Tietojenkäsittely ja informaatiotieteetfi_FI
dc.okm.discipline3124 Neurologia ja psykiatriafi_FI
dc.okm.discipline515 Psykologiafi_FI
dc.okm.discipline516 Kasvatustieteetfi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherFrontiers Media SA
dc.publisher.countrySwitzerlanden_GB
dc.publisher.countrySveitsifi_FI
dc.publisher.country-codeCH
dc.relation.articlenumber1625164
dc.relation.doi10.3389/frcha.2025.1625164
dc.relation.ispartofjournalFrontiers in Child and Adolescent Psychiatry
dc.relation.volume4
dc.source.identifierhttps://www.utupub.fi/handle/10024/195280
dc.titleNetwork analysis of school absence: central symptoms and their functions
dc.year.issued2025

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