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A meta-analysis and systematic review of single vs. multimodal neuroimaging techniques in the classification of psychosis.

Alexis PorterSihan FeiKatherine S F DammeRobin NusslockCaterina GrattonVijay Anand Mittal
Published in: Molecular psychiatry (2023)
The results of this study suggest that neuroimaging approaches have promise in the classification of psychosis. Interestingly, at present most modalities perform similarly in the classification of psychosis, with slight advantages for rs-FC relative to structural modalities in some specific cases. Notably, results differed substantially across studies, with suggestions of biased effect sizes, particularly highlighting the need for more studies using external prediction and large sample sizes. Adopting more rigorous and systematized standards will add significant value toward understanding and treating this critical population.
Keyphrases
  • deep learning
  • systematic review
  • machine learning
  • case control
  • meta analyses
  • randomized controlled trial
  • pain management