Development and validation of a meta-learner for combining statistical and machine learning prediction models in individuals with depression

Qiang Liu; Georgia Salanti; Franco De Crescenzo; Edoardo Ostinelli; Zhenpeng Li; Anneka Tomlinson; Andrea Cipriani; Orestis Efthimiou

doi:10.1186/s12888-022-03986-0

Development and validation of a meta-learner for combining statistical and machine learning prediction models in individuals with depression

Qiang Liu
, Georgia Salanti
, Franco De Crescenzo
, Edoardo Ostinelli
, Zhenpeng Li
, Anneka Tomlinson
, Andrea Cipriani
, Orestis Efthimiou

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

20 Citations (Scopus)

Original language	English
Journal	BMC Psychiatry
DOIs	https://doi.org/10.1186/s12888-022-03986-0
Publication status	Published - 12 May 2022

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@article{bdafc5368e11447cad994ed7358c014c,

title = "Development and validation of a meta-learner for combining statistical and machine learning prediction models in individuals with depression",

author = "Qiang Liu and Georgia Salanti and Crescenzo, \{Franco De\} and Edoardo Ostinelli and Zhenpeng Li and Anneka Tomlinson and Andrea Cipriani and Orestis Efthimiou",

year = "2022",

month = may,

day = "12",

doi = "10.1186/s12888-022-03986-0",

language = "English",

journal = "BMC Psychiatry",

issn = "1471-244X",

publisher = "BioMed Central Ltd",

}

TY - JOUR

T1 - Development and validation of a meta-learner for combining statistical and machine learning prediction models in individuals with depression

AU - Liu, Qiang

AU - Salanti, Georgia

AU - Crescenzo, Franco De

AU - Ostinelli, Edoardo

AU - Li, Zhenpeng

AU - Tomlinson, Anneka

AU - Cipriani, Andrea

AU - Efthimiou, Orestis

PY - 2022/5/12

Y1 - 2022/5/12

U2 - 10.1186/s12888-022-03986-0

DO - 10.1186/s12888-022-03986-0

M3 - Article (Academic Journal)

C2 - 35578254

SN - 1471-244X

JO - BMC Psychiatry

JF - BMC Psychiatry

ER -