Evidence map›Paper›PMID 40855679›Full record

Observational studyJournal of medical Internet research2025

Nationwide Implementation of Unguided Cognitive Behavioral Therapy for Adolescent Depression: Observational Study of SPARX.

Terry Fleming, Mathijs Lucassen, Chris Frampton, Varsha Parag, Chris Bullen, Sally Merry, Matthew Shepherd, Karolina Stasiak

Abstract readObservational Study
In one paragraph

Observational study in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Terry FlemingTe Kura Tātai Hauora School of Health, Victoria University of Wellington, PO Box 600, Wellington, 6140, New Zealand, 64 7961680776, 64 800 04 04 04.ORCID http://orcid.org/0000-0002-5174-9359
Mathijs LucassenSchool of Health and Psychological Sciences, City St George's, University of London, London, United Kingdom.ORCID http://orcid.org/0000-0001-6958-3468
Chris FramptonPsychological Medicine, University of Otago, Christchurch, New Zealand.ORCID http://orcid.org/0000-0003-0603-5661
Varsha ParagNational Institute for Health Innovation (NIHI), The University of Auckland, Auckland, New Zealand.ORCID http://orcid.org/0000-0001-6971-5782
Chris BullenSchool of Population Health, The University of Auckland, Auckland, New Zealand.ORCID http://orcid.org/0000-0001-6807-2930
Sally MerryDepartment of Psychological of Medicine, The University of Auckland, Auckland, New Zealand.ORCID http://orcid.org/0000-0002-8281-1573
Matthew ShepherdSchool of Psychology, Massey University, Auckland, New Zealand.ORCID http://orcid.org/0000-0003-4238-7541
Karolina StasiakDepartment of Psychological of Medicine, The University of Auckland, Auckland, New Zealand.ORCID http://orcid.org/0000-0002-1153-3123

Funding

Wellcome Trust
6 · The paper itself

Abstract

Background: Internet-based cognitive behavioral therapy (iCBT) interventions are effective in clinical trials; however, iCBT implementation data are seldom reported. Objective: The objective of this study is to evaluate uptake, adherence, and changes in symptoms of depression for 12- to 19-year-olds using an unguided pure self-help iCBT intervention (SPARX; Smart, Positive, Active, Realistic, X-factor thoughts) during the first 7 years of it being publicly available without referral in Aotearoa New Zealand. Methods: SPARX is a 7-module, self-help intervention designed for adolescents with mild to moderate depression. It is freely accessible to anyone with a New Zealand Internet Protocol address, without the need for a referral, and is delivered in an unguided "serious game" format. The New Zealand implementation of SPARX includes 1 symptom measure-the Patient Health Questionnaire adapted for Adolescents (PHQ-A)-which is embedded at the start of modules 1, 4, and 7. We report on uptake, the number of modules completed, and changes in depressive symptoms as measured by the PHQ-A. Results: In total, 21,320 adolescents aged 12 to 19 years (approximately 2% of New Zealand 12- to 19-year-olds) registered to use SPARX. Of these, 63.6% (n=13,564; comprising n=8499, 62.7% female, n=4265, 31.4% male, and n=800, 5.9% another gender identity or gender not specified; n=8741, 64.4% New Zealand European, n=1941, 14.3% Māori, n=1202, 8.9% Asian, n=538, 4.0% Pacific, and n=1142, 8.4% another ethnic identity; mean age 14.9, SD 1.9 years) started SPARX. The mean PHQ-A at baseline was 13.6 (SD 7.7) with 16.1% (n=1980) reporting no or minimal symptoms, 37.4% (n=4609) reporting mild to moderate symptoms (ie, the target group) and 46.7% (n=5742) reporting moderately severe or severe symptoms. Among those who started, 51.1% (n=6927) completed module 1, 7.4% (n=997) completed at least 4 modules, and 3.1% (n=416) completed all 7 modules. The severity of symptoms reduced from baseline to modules 4 and 7. Mean PHQ-A scores for baseline, module 4, and module 7 for those who completed 2 or more assessments were 14.0 (SD 7.0), 11.8 (SD 7.9), and 10.5 (SD 8.5), respectively; mean difference for modules 1-4 was 2.2 (SD 5.7; P<.001) and for modules 1-7 was 3.6 (SD 7.0; P<.001). Corresponding effect sizes were 0.38 (modules 1-4) and 0.51 (modules 1-7). Conclusions: SPARX reached a meaningful proportion of the adolescent population. The effect size for those who engaged with it was comparable to trial results. However, completion was low. Key challenges included logistical barriers such as slow download speeds and compatibility with some devices. Ongoing attention to rapidly evolving technologies and engagement with them are required. Real-world implementation analyses offer important insights for understanding and improving the impact of evidence-based digital tools and should be routinely reported.

Indexed as

Cognitive Behavioral TherapyDepressionAdolescentChildFemaleHumansInternetMaleNew ZealandYoung AdultadolescentCBTcognitive behavioral therapydepressiondigital healthiCBTimplementationinternet-based cognitive behavioral therapymHealthmobile healthself-helpserious gamesSPARXteenagertherapyyouth

Identifiers

PMID40855679
PMCPMC12377875

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.