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Sampling inequalities affect generalization of neuroimaging-based diagnostic classifiers in psychiatry

BACKGROUND: The development of machine learning models for aiding in the diagnosis of mental disorder is recognized as a significant breakthrough in the field of psychiatry. However, clinical practice of such models remains a challenge, with poor generalizability being a major limitation. METHODS: H...

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Detalles Bibliográficos
Autores principales: Chen, Zhiyi, Hu, Bowen, Liu, Xuerong, Becker, Benjamin, Eickhoff, Simon B., Miao, Kuan, Gu, Xingmei, Tang, Yancheng, Dai, Xin, Li, Chao, Leonov, Artemiy, Xiao, Zhibing, Feng, Zhengzhi, Chen, Ji, Chuan-Peng, Hu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10318841/
https://www.ncbi.nlm.nih.gov/pubmed/37400814
http://dx.doi.org/10.1186/s12916-023-02941-4