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Psychiatric and Mental Health Commons™
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Full-Text Articles in Psychiatric and Mental Health
A Deep Learning Approach To Diagnosing Schizophrenia, Justin Barry
A Deep Learning Approach To Diagnosing Schizophrenia, Justin Barry
Electronic Theses and Dissertations
In this article, the investigators present a new method using a deep learning approach to diagnose schizophrenia. In the experiment presented, the investigators have used a secondary dataset provided by National Institutes of Health. The aforementioned experimentation involves analyzing this dataset for existence of schizophrenia using traditional machine learning approaches such as logistic regression, support vector machine, and random forest. This is followed by application of deep learning techniques using three hidden layers in the model. The results obtained indicate that deep learning provides state-of-the-art accuracy in diagnosing schizophrenia. Based on these observations, there is a possibility that deep learning …
Quantifying The Shortage Of Mental Health Care In Venezuela Through Media Content Analysis, Andrea B. Alfonsi
Quantifying The Shortage Of Mental Health Care In Venezuela Through Media Content Analysis, Andrea B. Alfonsi
Honors Undergraduate Theses
The aim of this thesis was to assess the gaps and deficits in the mental health care staffing and related prescription drug or therapeutic intervention availability in Venezuela using media content analysis. This thesis also assessed the measures suggested by Venezuelan medical professionals for addressing the population's needs for mental health services amid the nation's crisis. The shortage of mental health care in Venezuela was assessed because various stressors, including life events, chronic stressors, and daily hassles, are substantially less than optimal among Venezuelans. The mental health consequences of these factors, along with the detrimental psychosocial demands commonly faced by …
The Effect Of Family And Social Support On Suicidal Ideation In Jails, Megan L. Small
The Effect Of Family And Social Support On Suicidal Ideation In Jails, Megan L. Small
Honors Undergraduate Theses
Suicidal ideation and associated behaviors are up to four times more common among jail inmates than the general community (Jenkins et al., 2005; Hayes, 1986). Research finds a variety of social, biological, and psychological factors interact to influence suicidal thoughts of incarcerated individuals (Bonner, 1992; Borrill et al., 2005). Particularly, psychological distress such as, depression and feelings of hopelessness, along with loss of social support and decreased feelings of connectedness have been linked to suicidal ideation and behaviors (Moscicki, 1997; Hawton & van Heeringen, 2009). Recently, the Centers for Disease Control and Prevention (2017) has emphasized the importance of connectedness …