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Code For Care: Hypertension Prediction In Women Aged 18-39 Years, Kruti Sheth
Code For Care: Hypertension Prediction In Women Aged 18-39 Years, Kruti Sheth
Electronic Theses, Projects, and Dissertations
The longstanding prevalence of hypertension, often undiagnosed, poses significant risks of severe chronic and cardiovascular complications if left untreated. This study investigated the causes and underlying risks of hypertension in females aged between 18-39 years. The research questions were: (Q1.) What factors affect the occurrence of hypertension in females aged 18-39 years? (Q2.) What machine learning algorithms are suited for effectively predicting hypertension? (Q3.) How can SHAP values be leveraged to analyze the factors from model outputs? The findings are: (Q1.) Performing Feature selection using binary classification Logistic regression algorithm reveals an array of 30 most influential factors at an …
Preserving, Interpreting, And Displaying Mental Health History: Establishing The Patton State Hospital Museum And Archive, Shannon Rene Long
Preserving, Interpreting, And Displaying Mental Health History: Establishing The Patton State Hospital Museum And Archive, Shannon Rene Long
Electronic Theses, Projects, and Dissertations
There are few museums in the western half of the United States that provide an opportunity to educate the public about the history of mental health care. Recently, a mental health museum and archive of artifacts, photographs, and documents was established on the grounds of Patton State Hospital in Highland, California. The purpose of this paper is to reflect on the establishment of this museum and archive and to provide an account of the 125 year history of Patton State Hospital. Understanding the history of Patton provides an opportunity to understand the history of mental health care in the United …