# The promise of machine learning in predicting treatment outcomes in psychiatry

**Type:** Papers  
**Canonical URL:** https://picoportal.org/library/papers/the-promise-of-machine-learning-in-predicting-treatment-outcomes-in-psychiatry/

## Facts

| Field | Value |
| --- | --- |
| Author Names | Adam M. Chekroud,Julia Bondar,Jaime Delgadillo,Gavin Doherty,Akash R. Wasil,Marjolein Fokkema,Zachary D. Cohen,Danielle Belgrave,Robert J. DeRubeis,Raquel Iniesta,Dominic Dwyer,Karmel W. Choi |
| Citations | 513 |
| DOI | 10.1002/wps.20882 |
| Fields | Neuroscience,Psychology |
| Open Access | true |
| OA Status | green |
| OA URL | https://www.ncbi.nlm.nih.gov/pmc/articles/8129866 |
| OpenAlex ID | https://openalex.org/W3160467094 |
| PMID | 34002503 |
| Type | article |
| Year | 2021 |

## Paper authors

- [Robert J. DeRubeis](https://picoportal.org/library/researchers/robert-j-derubeis/)
- [Gavin Doherty](https://picoportal.org/library/researchers/gavin-doherty/)

## Paper journal

- [World Psychiatry](https://picoportal.org/library/journals/world-psychiatry/)

## Paper primary topic

- [Mental Health Research Topics](https://picoportal.org/library/topics/mental-health-research-topics/)

## Paper topics

- [Mental Health Research Topics](https://picoportal.org/library/topics/mental-health-research-topics/)
- [Digital Mental Health Interventions](https://picoportal.org/library/topics/digital-mental-health-interventions/)
- [Functional Brain Connectivity Studies](https://picoportal.org/library/topics/functional-brain-connectivity-studies/)

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Source: PICO Portal — public research metadata, principally OpenAlex. See https://picoportal.org/library/sources/ for provenance and https://picoportal.org/library/methodology/ for what these figures mean.