Predictors of Outcomes of Parent Training Targeting Disruptive Behavior in Children Aged 4 Years at 6-Month Follow-Up: Results From a Large Prospective Cohort Implementation Study

dc.contributor.authorWesterlund, Minja
dc.contributor.authorHinkka-Yli-Salomäki, Susanna
dc.contributor.authorRistkari, Terja
dc.contributor.authorKinnunen, Malin
dc.contributor.authorBaumel, Amit
dc.contributor.authorSourander, Andre
dc.contributor.organizationfi=lastenpsykiatria|en=Child Psychiatry|
dc.contributor.organizationfi=lastenpsykiatrian tutkimuskeskus|en=Research Centre for Child Psychiatry|
dc.contributor.organizationfi=tyks, vsshp|en=tyks, varha|
dc.contributor.organizationfi=INVEST tutkimuskeskus ja lippulaiva|en=INVEST Research Flagship Centre|
dc.contributor.organization-code1.2.246.10.2458963.20.83706093164
dc.contributor.organization-code2603023
dc.contributor.organization-code1.2.246.10.2458963.20.77636057182
dc.converis.publication-id523302759
dc.converis.urlhttps://research.utu.fi/converis/portal/Publication/523302759
dc.date.accessioned2026-05-13T20:12:13Z
dc.description.abstract<p>Background:Parent training interventions effectively reduce disruptive behavior in children. However, research on how participant characteristics and program factors influence the outcomes in real-world settings remains scarce.</p><p>Objective:This study aimed to identify factors predicting outcomes of the internet-based, telephone-assisted Strongest Families Parent training program.</p><p>Methods:A prospective cohort implementation study conducted within population-based screening embedded in routine health checkups targeting all children aged 4 years in Finland, to identify children with high levels of conduct problems and functional impairment. From a study population of 49,504, altogether 3911 participants completed baseline measures, 707 participants did not do so at 6 months follow-up, resulting in a sample of 3204 (1158/3186, 36.3% girl, 2028/3186, 63.7% boys). Reported duration of difficulties was 6 months in 29.57% (934/3159) of participants, 6‐12 months in 27% (853/3159) of participants, and >12 months in 43.43% (1372/3159) of participants. Most children lived with 2 biological parents (2721/3194, 85.19%). A total of 35.24% (1121/3181) of mothers and 26.18% (797/3044) of fathers had a university degree. Data was collected via parent report. Multinomial logistic regression analyses were conducted to identify which child-, family-, and program-related factors predicted changes in the Child Behavior Checklist 1.5-5 (CBCL) externalizing subscale from baseline to 6-month follow-up. The standardized change in CBCL externalizing score was created by subtracting the mean at baseline from the individual 6-month measurement, divided by the SD at baseline. The standardized change was categorized to ±0.5 SD (no change); +0.5 to +1.5 SD (moderate improvement), >+1.5 SD (large improvement), and more than −0.5 SD (deterioration). A <em>P</em> value of <.05 was considered significant.</p><p>Results:In 77% (2468/3204) of participants, symptoms improved at 6-month follow-up. Multinomial logistic regression analyses with α-level of <0.05 showed that >12 months duration of initial problems, callous-unemotional traits, and CBCL internalizing symptoms were linked to lower likelihood of large improvement (odds ratio [OR] 0.43, 95% CI 0.33‐0.56; <em>P</em><.001; OR 0.64, 95% CI 0.57‐0.73; <em>P</em><.001; OR 0.54, 95% CI 0.47‐0.63; <em>P</em><.001, respectively). Definite and severe problems at baseline were linked to deterioration (OR 2.29, 95% CI 1.62‐3.24; <em>P</em><.001; OR 4.38, 95% CI 2.80‐6.85; <em>P</em><.001, respectively). Parental stress was linked to a lower likelihood of large improvement (OR 0.78, 95% CI 0.67‐0.91; <em>P</em>=.002), and anxiety to a higher likelihood of deterioration (OR 1.20, 95% CI 1.04‐1.39; <em>P</em>=.02).</p><p>Conclusions:Children with longer-term and more severe behavioral symptoms may require tailored intervention. Support for parents with stress may be recommended. Much of the current literature on parent training is based on randomized controlled trials, while the literature on the implementation of parenting programs and studies examining change is limited. Our study informs about predictors of treatment outcomes when interventions are implemented. These results are important clinically as they allow personalization of interventions.</p>
dc.identifier.eissn1438-8871
dc.identifier.jour-issn1439-4456
dc.identifier.urihttps://www.utupub.fi/handle/11111/60657
dc.identifier.urlhttps://doi.org/10.2196/79592
dc.identifier.urnURN:NBN:fi-fe2026051345178
dc.language.isoen
dc.okm.affiliatedauthorWesterlund, Minja
dc.okm.affiliatedauthorHinkka-Yli-Salomäki, Susanna
dc.okm.affiliatedauthorRistkari, Terja
dc.okm.affiliatedauthorKinnunen, Malin
dc.okm.affiliatedauthorSourander, Andre
dc.okm.affiliatedauthorDataimport, tyks, vsshp
dc.okm.discipline515 Psychologyen_GB
dc.okm.discipline515 Psykologiafi_FI
dc.okm.discipline316 Nursingen_GB
dc.okm.discipline316 Hoitotiedefi_FI
dc.okm.internationalcopublicationinternational co-publication
dc.okm.internationalityInternational publication
dc.okm.typeA1 ScientificArticle
dc.publisherJMIR Publications Inc.
dc.publisher.countryGermanyen_GB
dc.publisher.countrySaksafi_FI
dc.publisher.country-codeDE
dc.relation.articlenumbere79592
dc.relation.doi10.2196/79592
dc.relation.ispartofjournalJournal of Medical Internet Research
dc.relation.volume28
dc.titlePredictors of Outcomes of Parent Training Targeting Disruptive Behavior in Children Aged 4 Years at 6-Month Follow-Up: Results From a Large Prospective Cohort Implementation Study
dc.year.issued2026

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