Evidence map›Paper›PMID 39151756›Full record

Trial reportJournal of affective disorders2024

Student mental health outcomes of a clustered SMART for developing an adaptive implementation strategy to support school-based CBT delivery.

Shawna N Smith, Daniel Almirall, Seo Youn Choi, Carolyn Andrews, Elizabeth Koschmann, Amy Rusch, Emily L Bilek, Annalise Lane, James L Abelson, Daniel Eisenberg and 3 more

Registry-linked trialAbstract readRandomized Controlled Trial
In one paragraph

Trial report in Journal of affective disorders, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03541317 (Improving Student Mental Health), which is not on this 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.

NCT03541317 nacompletednot on this map

Improving Student Mental Health: Adaptive School-based Implementation of CBT

TypeinterventionalSponsorUniversity of MichiganRan2018 to 2020Enrolled1,329ConditionsDepression, AnxietyArmsStage 1 Strategy: REP, Stage 1 Strategy: REP + Coaching, Stage 2 Strategy: Augment with Facilitation, Stage 2 Strategy: No augmentation
3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Twenty years of intervention optimization.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2025
    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

13 authors.

Shawna N SmithDepartment of Health Management and Policy, School of Public Health, University of Michigan, USA; Department of Psychiatry, Michigan Medicine, University of Michigan, USA. Electronic address: shawnana@umich.edu.
Daniel AlmirallSurvey Research Center, Institute of Social Research, University of Michigan, USA; Department of Statistics, University of Michigan, USA.
Seo Youn ChoiDepartment of Health Management and Policy, School of Public Health, University of Michigan, USA.
Carolyn AndrewsDepartment of Health Management and Policy, School of Public Health, University of Michigan, USA; TRAILS (Transforming Research into Action to Improve the Lives of Students), Michigan, USA.
Elizabeth KoschmannTRAILS (Transforming Research into Action to Improve the Lives of Students), Michigan, USA.
Amy RuschDepartment of Health Management and Policy, School of Public Health, University of Michigan, USA.
Emily L BilekDepartment of Psychiatry, Michigan Medicine, University of Michigan, USA.
Annalise LaneDepartment of Health Management and Policy, School of Public Health, University of Michigan, USA.
James L AbelsonDepartment of Psychiatry, Michigan Medicine, University of Michigan, USA.
Daniel EisenbergDepartment of Health Policy and Management, UCLA, USA.
Joseph A HimleDepartment of Psychiatry, Michigan Medicine, University of Michigan, USA; School of Social Work, University of Michigan, USA.
Celeste LiebrechtDepartment of Learning Health Sciences, Michigan Medicine, University of Michigan, USA.
Amy M KilbourneDepartment of Learning Health Sciences, Michigan Medicine, University of Michigan, USA; Quality Enhancement Research Initiative (QUERI), US Department of Veterans Affairs, USA.

Funding

Pilot and Mentoring CoreP50DA054039 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI LINDA M COLLINS, SUSAN A MURPHY · 2021 to 2026
$18.2M
Scientific and Technical CoreP2CHD041022 · NICHD · UNIVERSITY OF CALIFORNIA LOS ANGELES · PI Martha Jane Bailey · 2016 to 2026
$6.9M
Novel Methods for Intensive Longitudinal Data in SMART Studies of Drug Abuse and HIVR01DA039901 · NIDA · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI ALMIRALL, DANIEL, NAHUM-SHANI, INBAL BILLIE · 2015 to 2024
$5.4M
Reducing disparities in cardiovascular health in community mental health settings: optimizing implementation strategiesUH3HL154280 · NHLBI · JOHNS HOPKINS UNIVERSITY · PI Gail L. Daumit, AMY M KILBOURNE · 2023 to 2026
$4.9M
Improving Student Mental Health: Adaptive Implementation of School-based CBTR01MH114203 · NIMH · UNIVERSITY OF MICHIGAN AT ANN ARBOR · PI KILBOURNE, AMY M · 2017 to 2021
$3.6M
Achieving Cardiovascular Health Equity in Community Mental Health: Optimizing Implementation StrategiesUG3HL154280 · NHLBI · JOHNS HOPKINS UNIVERSITY · PI DAUMIT, GAIL L., KILBOURNE, AMY M · 2020 to 2022
$3.4M
NHLBI NIH HHS UG3 HL154280NHLBI NIH HHS UH3 HL154280NICHD NIH HHS P2C HD041022NIDA NIH HHS P50 DA054039NIDA NIH HHS R01 DA039901NIMH NIH HHS R01 MH114203
6 · The paper itself

Abstract

purposeMost youth experiencing anxiety/depression lack access to evidence-based mental health practices (EBPs). School-delivered care improves access, and various support can help school professionals (SPs; school social workers, counselors) deliver EBPs, like Cognitive Behavioral Therapy (CBT). Understanding implementation strategies' impact on downstream mental health outcomes is crucial to scaling up EBPs to address the treatment gap, but it has rarely been assessed.

methodsThis paper compares implementation strategies' impact on change in student outcomes, collected as exploratory outcomes from a type III hybrid implementation-effectiveness trial. A clustered, sequential, multiple-assignment randomized trial design was used, which embedded four implementation supports that differentially sequence three implementation strategies, Replicating Effective Programs (REP), Coaching, and Facilitation. Prior to the first randomization, N = 169 SPs from 94 Michigan high schools each identified up to 10 students whom they believed could benefit from CBT and facilitated student survey completion. Changes in students' depression (Patient Health Questionnaire-9, modified for teens) and anxiety symptoms (Generalized Anxiety Disorder-7) over 10 months were compared across the four sequences of implementation support using a generalization of a marginal, weighted least squares approach developed for a clustered SMARTs.

resultsSmall, non-clinically significant reductions in symptoms over the study period were found. Pairwise comparisons found no significant differences in symptom change across the four implementation strategies. The difference in the estimated mean PHQ-9T/GAD-7 scores between the least and the most intensive strategies (REP vs. REP+Coaching+Facilitation) was 1.04 (95%CI = -0.95, 3.04) for depression and 0.82 (95%CI = -0.89, 2.52) for anxiety. DISCUSSION: No difference in symptom change was found across the four implementation strategies. Multiple forms of implementation support may be useful for improving student mental health outcomes.

trial registrationNCT03541317-Registered on 29 May 2018 on ClinicalTrials.gov PRS.

Indexed as

Cognitive Behavioral TherapyStudentsAdolescentAnxietyAnxiety DisordersDepressionFemaleHumansMaleMental HealthMichiganSchool Health ServicesSchool Mental Health ServicesImplementation strategiesSMARTStudent mental health

Identifiers

PMID39151756
PMCPMC11924124

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Registered trials

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.