Predictors and moderators of outcome of ICBT for loneliness with guidance or automated messages - A secondary analysis of a randomized controlled trial
Internet-based cognitive behavioral therapy (ICBT) is promising in alleviating loneliness in adults. Identifying individuals who benefit from ICBT for loneliness is pivotal to offering this intervention in a more targeted way and improving the intervention for those who do not benefit. This secondary analysis of a randomized controlled trial (RCT) aimed to identify predictors and moderators of outcome of an ICBT with guidance or automated messages for loneliness. In the RCT, 243 participants suffering from loneliness were randomly assigned to an ICBT with guidance (n = 98), automated messages (n = 97), or a waitlist-control condition (n = 48). In total, 180 participants completed the post-assessment (i.e., 10 weeks post-randomization). Outcomes were treatment outcome assessed with the UCLA-9 Loneliness Scale at post-assessment and treatment response, i.e., reliable improvement on the UCLA-9 from pre- to post. The relationship between a wide range of patient characteristics (grouped into socio-demographic, clinical, loneliness-specific, and treatment-related variables) and outcome was analyzed using multiple linear and logistic regressions. Feeling less burdened by loneliness resulted in higher odds of reliable improvement in guided ICBT compared to the waitlist-control condition. No treatment outcome or response moderators were identified for ICBT with automated messages compared to the waitlist-control group. Across active intervention groups, loneliness at baseline, age and fit between the tasks and goals of the intervention and participants' need predicted treatment outcome. Predictors of treatment response for ICBT with guidance and automated messages were not identified, and no variables differentially predicted the effects of ICBT with guidance or automated messages on the outcomes. In conclusion, individuals less burdened by their feelings of loneliness benefited more from guided ICBT. Lower baseline loneliness scores, younger age, and a better match between tasks and goals of the intervention and participants' needs also predicted a more favorable treatment outcome for both ICBT with guidance and automated messages.
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Netherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
Andree, Rosa
Mujcic, Ajla
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PsyQ, Parnassia Grp, The Hague, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
Mujcic, Ajla
den Hollander, Wouter
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Netherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
den Hollander, Wouter
van Laar, Margriet
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Netherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
van Laar, Margriet
Boon, Brigitte
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Ctr Long Term Care People Disabil, Siza, Arnhem, Netherlands
Acad Het Dorp Res & Advisory Technol Long term Car, Arnhem, Netherlands
Tilburg Univ, Tilburg Sch Social & Behav Sci, Tranzo, Tilburg, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
Boon, Brigitte
Engels, Rutger
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Erasmus Univ, Erasmus Sch Social & Behav Sci, Rotterdam, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
Engels, Rutger
Blankers, Matthijs
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Netherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
Arkin Mental Hlth Care, Dept Res, Amsterdam, NetherlandsNetherlands Inst Mental Hlth & Addict, Trimbos Inst, Da Costakade 45, NL-3521 VS Utrecht, Netherlands
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Univ Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Univ Chicago, Dept Psychiat & Behav Neurosci, Chicago, IL 60637 USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Accurso, Erin C.
Wonderlich, Stephen A.
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Neuropsychiat Res Inst, Fargo, ND USA
Univ North Dakota, Sch Med & Hlth Sci, Grand Forks, ND USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Wonderlich, Stephen A.
Crosby, Ross D.
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Neuropsychiat Res Inst, Fargo, ND USA
Univ North Dakota, Sch Med & Hlth Sci, Grand Forks, ND USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Crosby, Ross D.
Smith, Tracey L.
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Baylor Coll Med, Houston, TX 77030 USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Smith, Tracey L.
Klein, Marjorie H.
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Univ Wisconsin, Dept Psychiat, Madison, WI 53706 USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Klein, Marjorie H.
Mitchell, James E.
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Neuropsychiat Res Inst, Fargo, ND USA
Univ North Dakota, Sch Med & Hlth Sci, Grand Forks, ND USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Mitchell, James E.
Crow, Scott J.
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Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA
Emily Program, Minneapolis, MN USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Crow, Scott J.
Berg, Kelly C.
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Univ Minnesota, Sch Med, Minneapolis, MN 55455 USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
Berg, Kelly C.
Peterson, Carol B.
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Univ Minnesota, Sch Med, Minneapolis, MN 55455 USA
Emily Program, Minneapolis, MN USAUniv Calif San Francisco, Dept Psychiat, 3333 Calif St,Box 0503,LH Suite 245, San Francisco, CA 94118 USA
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Univ Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
Crescenz Vet Affairs Med Ctr, Mental Illness Res Educ & Clin Ctr, Vet Integrated Serv Network 4, Philadelphia, PA USAUniv Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
Khazanov, Gabriela K.
Xu, Colin
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Univ Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USAUniv Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
Xu, Colin
Dunn, Barnaby D.
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Univ Exeter, Sir Henry Wellcome Bldg Mood Disorders Res, Mood Disorders Ctr, Perry Rd, Exeter EX4 4QG, Devon, EnglandUniv Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
Dunn, Barnaby D.
Cohen, Zachary D.
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Univ Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
Univ Calif Los Angeles, Dept Psychiat, Los Angeles, CA USAUniv Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
Cohen, Zachary D.
DeRubeis, Robert J.
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Univ Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USAUniv Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA
DeRubeis, Robert J.
Hollon, Steven D.
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Vanderbilt Univ, Dept Psychol, 2301 Vanderbilt Pl, Nashville, TN 37240 USAUniv Penn, Dept Psychol, 425 S Univ Ave, Philadelphia, PA 19104 USA