Schinzophrenia Detection using Machine Learning
DOI:
https://doi.org/10.59890/ijaamr.v1i4.524Keywords:
Machine learning, Clinical data, Nueroimagining, Schinzophrenia, DiagnosisAbstract
Schizophrenia is a complex mental disorder characterized by disruptions in thinking, perception, and emotional regulation. Early diagnosis is crucial for effective treatment and improved patient outcomes. This abstract explores the application of machine learning in schizophrenia detection. By analyzing diverse data sources, including neuroimaging, genetic, and clinical data, machine learning models can aid in identifying patterns and biomarkers associated with schizophrenia. This approach offers the potential for early and accurate diagnosis, enabling timely interventions and personalized treatment plans. The integration of machine learning into the diagnostic process holds promise for enhancing the understanding and management of schizophrenia, ultimately improving the quality of life for affected individuals.
References
A. Gustavsson, et all. “Cost of disorders of the brain in Europe 2010,” European Neuropsychopharmacology, vol. 21, no. 10, pp. 718–779, 2011.
Bharambe, P.P.; Bagul, B.; Dandekar, S.; Ingle, P. Used Car Price Prediction using Different Machine Learning Algorithms. Int. J.Res. Appl. Sci. Eng. Technol. 2022, 10, 773–778.
Blei, D.M.; Ng, A.Y.; Jordan, M.I. Latent Dirichlet allocation. J. Mach. Learn. Res. 2003, 3, 993–1022.
E. Cheniaux, J. Landeira-Fernandez, and M. Versiani, “The Diagnoses of Schizophrenia, Schizoaffective Disorder, Bipolar Disorder and Unipolar Depression: Interrater Reliability and Congruence between DSM-IV and ICD-10,” Psychopathology, vol. 42, no. 5, pp. 293–298, 2009
Haerani, S., Parmitasari, R. D. A., Aponno, E. H., & Aunalal, Z. I. (2019). Moderating effects of age on personality, driving behavior towards driving outcomes. International Journal of Human Rights in Healthcare. https://doi.org/10.1108/IJHRH-08-2017-0040
I. E. Sommer, et all. “Early interventions in risk groups for schizophrenia: what are we waiting for?,” npj Schizophrenia, vol. 2, no. 1, pp. 1–9, 2016.
R. S. Kahn, et all. “Schizophrenia,” Nature Reviews Disease Primers, vol. 1, no. 1, pp. 1–23, 2015.
T. M. Laursen, M. Nordentoft, and P. B. Mortensen, “Excess Early Mortality in Schizophrenia, Annual Review of Clinical Psychology, vol. 10, no. 1, pp. 425–448, 2014.
Tausczik, Y.R.; Pennebaker, J.W. The Psychological Meaning of Words: LIWC and Computerized Text Analysis Methods. J. Lang. Soc. Psychol. 2010, 29, 24–54.
Zomick, J.; Levitan, S.I.; Serper, M. Linguistic Analysis of Schizophrenia in Reddit Posts; Association for Computational Linguistics: Minneapolis, MN, USA, 2019; pp. 74–83.
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Copyright (c) 2023 Kiran Mane, Pragati Mahale
This work is licensed under a Creative Commons Attribution 4.0 International License.
