Cross-trial prediction in psychotherapy: External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression

Suzanne C. Van Bronswijk; Sanne J E Bruijniks; Lorenzo Lorenzo-Luaces; Robert J Derubeis; Lotte H.J.M. Lemmens; Frenk P.M.L. Peeters; Marcus J.H. Huibers

doi:10.1080/10503307.2020.1823029

Cross-trial prediction in psychotherapy: External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression

Suzanne C. Van Bronswijk^*, Sanne J E Bruijniks, Lorenzo Lorenzo-Luaces, Robert J Derubeis, Lotte H.J.M. Lemmens, Frenk P.M.L. Peeters, Marcus J.H. Huibers

^*Corresponding author for this work

Research output: Contribution to journal › Article › Academic › peer-review

Original language	English
Pages (from-to)	78-91
Number of pages	14
Journal	Psychotherapy Research
Volume	31
Issue number	1
Early online date	23 Sep 2020
DOIs	https://doi.org/10.1080/10503307.2020.1823029
Publication status	Published - 2 Jan 2021

Keywords

depression
cognitive behavioural therapy
interpersonal psychotherapy
precision medicine
prediction
external validation
MODELS
REGULARIZATION
IMPUTATION
SELECTION
THERAPY

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10.1080/10503307.2020.1823029Licence: CC BY-NC-ND

Cite this

Van Bronswijk, S. C., Bruijniks, S. J. E., Lorenzo-Luaces, L., Derubeis, R. J., Lemmens, L. H. J. M., Peeters, F. P. M. L., & Huibers, M. J. H. (2021). Cross-trial prediction in psychotherapy: External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression. Psychotherapy Research, 31(1), 78-91. https://doi.org/10.1080/10503307.2020.1823029

Van Bronswijk, Suzanne C. ; Bruijniks, Sanne J E ; Lorenzo-Luaces, Lorenzo ; Derubeis, Robert J ; Lemmens, Lotte H.J.M. ; Peeters, Frenk P.M.L. ; Huibers, Marcus J.H. / Cross-trial prediction in psychotherapy : External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression. In: Psychotherapy Research. 2021 ; Vol. 31, No. 1. pp. 78-91.

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title = "Cross-trial prediction in psychotherapy: External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression",

keywords = "depression, cognitive behavioural therapy, interpersonal psychotherapy, precision medicine, prediction, external validation, MODELS, REGULARIZATION, IMPUTATION, SELECTION, THERAPY",

author = "{Van Bronswijk}, {Suzanne C.} and Bruijniks, {Sanne J E} and Lorenzo Lorenzo-Luaces and Derubeis, {Robert J} and Lemmens, {Lotte H.J.M.} and Peeters, {Frenk P.M.L.} and Huibers, {Marcus J.H.}",

year = "2021",

month = jan,

day = "2",

doi = "10.1080/10503307.2020.1823029",

language = "English",

volume = "31",

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Van Bronswijk, SC, Bruijniks, SJE, Lorenzo-Luaces, L, Derubeis, RJ, Lemmens, LHJM , Peeters, FPML & Huibers, MJH 2021, 'Cross-trial prediction in psychotherapy: External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression', Psychotherapy Research, vol. 31, no. 1, pp. 78-91. https://doi.org/10.1080/10503307.2020.1823029

Cross-trial prediction in psychotherapy : External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression. / Van Bronswijk, Suzanne C.; Bruijniks, Sanne J E; Lorenzo-Luaces, Lorenzo; Derubeis, Robert J; Lemmens, Lotte H.J.M.; Peeters, Frenk P.M.L.; Huibers, Marcus J.H.

In: Psychotherapy Research, Vol. 31, No. 1, 02.01.2021, p. 78-91.

Research output: Contribution to journal › Article › Academic › peer-review

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AU - Van Bronswijk, Suzanne C.

AU - Bruijniks, Sanne J E

AU - Lorenzo-Luaces, Lorenzo

AU - Derubeis, Robert J

AU - Lemmens, Lotte H.J.M.

AU - Peeters, Frenk P.M.L.

AU - Huibers, Marcus J.H.

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KW - depression

KW - cognitive behavioural therapy

KW - interpersonal psychotherapy

KW - precision medicine

KW - prediction

KW - external validation

KW - MODELS

KW - REGULARIZATION

KW - IMPUTATION

KW - SELECTION

KW - THERAPY

U2 - 10.1080/10503307.2020.1823029

DO - 10.1080/10503307.2020.1823029

M3 - Article

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VL - 31

SP - 78

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Van Bronswijk SC, Bruijniks SJE, Lorenzo-Luaces L, Derubeis RJ, Lemmens LHJM , Peeters FPML et al. Cross-trial prediction in psychotherapy: External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression. Psychotherapy Research. 2021 Jan 2;31(1):78-91. https://doi.org/10.1080/10503307.2020.1823029