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)	1-14
Number of pages	14
Journal	Psychotherapy Research
DOIs	https://doi.org/10.1080/10503307.2020.1823029
Publication status	E-pub ahead of print - 23 Sep 2020

Keywords

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

Access to Document

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. (2020). 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, 1-14. 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. 2020 ; pp. 1-14.

@article{c7334a0c4e4d4f1499cebd992c02a679,

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 = "2020",

month = sep,

day = "23",

doi = "10.1080/10503307.2020.1823029",

language = "English",

pages = "1--14",

journal = "Psychotherapy Research",

issn = "1050-3307",

publisher = "Routledge/Taylor & Francis Group",

}

Van Bronswijk, SC, Bruijniks, SJE, Lorenzo-Luaces, L, Derubeis, RJ, Lemmens, LHJM , Peeters, FPML & Huibers, MJH 2020, '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, pp. 1-14. 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, 23.09.2020, p. 1-14.

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

TY - JOUR

T1 - Cross-trial prediction in psychotherapy

T2 - External validation of the Personalized Advantage Index using machine learning in two Dutch randomized trials comparing CBT versus IPT for depression

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.

PY - 2020/9/23

Y1 - 2020/9/23

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

C2 - 32964809

SP - 1

EP - 14

JO - Psychotherapy Research

JF - Psychotherapy Research

SN - 1050-3307

ER -

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. 2020 Sep 23;1-14. https://doi.org/10.1080/10503307.2020.1823029