A Review of the Main Factors, Computational Methods, and Databases Used in Depression Studies. - Ariane C. B. da Silva; Renata C. Santana; Thiago H. N. de Lima; Maycoln L. M. Teodoro; Mark A. J. Song; Luis E. Zárate; Cristiane Neri Nobre (HEALTHINF, 2022)

Underdiagnosed Depression in Older Adults: Analysis of the National Health Survey and Other Aggregate Factors. - Eduardo Henrique S. Paraíso; Ariane C. B. da Silva; Cristiane Neri Nobre (BIOSTEC (2), 2024)

Improving the Instance Selection Method for Better Detection of Depression in Children and Adolescents. - Ariane C. B. da Silva; Maycoln L. M. Teodoro; Cristiane Neri Nobre (BIOSTEC (2), 2024)

Using Machine Learning to Assess the Impact of Harsh Violent Discipline on Children and Adolescents in Low- and Middle-Income Countries: A Comparative Analysis Focusing on Its Relationship with Disabilities. - Milena S. Barreira; Ariane C. B. da Silva; Hasheem Mannani; Cristiane Neri Nobre (BIOSTEC (2): HEALTHINF, 2025)

Using Machine Learning to Analyze the Impact of Lifestyle and Socioeconomic Factors on the Incidence of Depression Among Young Brazilians. - Thayris G. F. Rodrigues; Ariane C. B. da Silva; Cristiane Neri Nobre (BIOSTEC (2): HEALTHINF, 2025)