Ementa/Descrição: |
Introdução à Psicopatologia; Teoria de Grafos; Aplicações de Grafos para Diagnóstico Diferencial de Psicose, Demência e Substâncias Psicoativas, Uso da ferramenta computacional Speechgraphs, Uso de NLTK (Python), Técnicas para Análise Semântica (latent semantic analysis, word2vec), Elaboração de Desenho Experimental em Psiquiatria Computacional, Coleta de Dados, Análise e Apresentação de Dados, Perspectivas Futuras do Campo. |
Referências: |
Elvevag B, Foltz PW, Weinberger DR, Goldberg TE. (2007) Quantifying incoherence in speech: an automated methodology and novel application to schizophrenia. Schizophr Res; 93: 304316.
Mota, NB, Vasconcelos NAP, Lemos N, Pieretti AC, Kinouchi O, Cecchi GA, Copelli M, Ribeiro S (2012) Speech Graphs Provide a Quantitative Measure of Thought Disorder in Psychosis. PLoS ONE 7(4): e34928. doi:10.1371 /journal.pone.0034928.
Mota NB, Furtado R, Maia PPC, Copelli M, Ribeiro S (2014) Graph analysis of dream reports is especially informative about psychosis. Scientific Reports, v. 4, p. 3691.
Bedi G, Carrillo F, Cecchi GA, Slezak DF, Sigman M, Mota NB, Ribeiro S, Javitt DC, Copelli M, M Corcoran CM (2015) Automated analysis of free speech predicts psychosis onset in high-risk youths. npj Schizophrenia 1, Article number: 15030 doi:10.1038/npjschz.2015.30
Mota NB, Copelli M, Ribeiro S (2016) Computational Tracking of Mental Health in Youth: Latin American Contributions to a Low-Cost and Effective Solution for Early Psychiatric Diagnosis. New Directions for Child and Adolescent Development: 59-69.
Mota NB, Carrillo F, Slezak DF, Copelli M, Ribeiro S (2016). Characterization of the relationship between semantic and structural language features in psychiatric diagnosis in 50th Asilomar Conference on Signals, Systems and Computers. (IEEE Conference Publishing), 836-838.
Mota NB, Weissheimer J, Madruga B, Adamy N, Bunge SA, Copelli M, Ribeiro S (2016) A Naturalistic Assessment of the Organization of Children's Memories Predicts Cognitive Functioning and Reading Ability. Mind Brain and Education 10: 184-195.
Mota NB, Copelli M, Ribeiro S (2017) Thought disorder measured as random speech structure classifies negative symptoms and Schizophrenia diagnosis 6 months in advance. NPJ Schizophrenia 3, Article number: 18 doi:10.1038/s41537-017-0019-3.
Palaniyappan L, Mota NB, Oowise S, Balain V, Copelli M, Ribeiro S, Liddle P (2018) Speech structure links the neural and sociobehavioural correlates of psychotic disorders. Progress in Neuropsychopharmacology & Biological Psychiatry , v. 1, p. 81, 2018.
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