{"id":3837,"date":"2024-10-23T04:27:05","date_gmt":"2024-10-23T04:27:05","guid":{"rendered":"https:\/\/ifx0.com\/?p=3837"},"modified":"2024-10-23T04:27:06","modified_gmt":"2024-10-23T04:27:06","slug":"predicting-gender-based-on-severity-of-symptoms-of-schizophrenia-and-cognitive-parameters","status":"publish","type":"post","link":"https:\/\/ifx0.com\/index.php\/2024\/10\/23\/predicting-gender-based-on-severity-of-symptoms-of-schizophrenia-and-cognitive-parameters\/","title":{"rendered":"Predicting Gender Based on Severity of Symptoms of Schizophrenia and Cognitive Parameters"},"content":{"rendered":"\n<p>Abstract Schizophrenia (SCZ) is a complex and chronic psychotic disorder characterized by a range of symptoms that affect the psychological well-being and stability of patients. These symptoms can be categorized into positive, negative, general, and cognitive domains. Goal:Our objective was to utilize a combination of symptoms exhibited by patients with SCZ and various cognitive variables to predict their gender. Methods: We recruited a total of twenty-three patients diagnosed with SCZ for our study. Results: Based on the primary findings of our study, the Random Forest (RF) model demonstrated a remarkable accuracy of 85.71% in predicting gender, with a sensitivity of 50% and specificity of 100%. Additionally, the Neural Networks (NN) model achieved an accuracy of 87.5% in the training set and 28.5% in the test set for gender prediction, with a sensitivity of 0% and specificity of 50%. Conversely, the Logistic Regression (LR) model exhibited lower performance, with an accuracy of 42.85%, sensitivity of 0%, and specificity of 60% in predicting gender.<\/p>\n<p>link of study:<a href=\"https:\/\/www.igi-global.com\/chapter\/predicting-gender-based-on-severity-of-symptoms-of-schizophrenia-and-cognitive-parameters\/345601\">https:\/\/www.igi-global.com\/chapter\/predicting-gender-based-on-severity-of-symptoms-of-schizophrenia-and-cognitive-parameters\/345601<\/a><\/p>\n<div class=\"gs_citr\" tabindex=\"0\">Cite: Uludag, K. (2024). Predicting Gender Based on Severity of Symptoms of Schizophrenia and Cognitive Parameters. In <i>Applications of Parallel Data Processing for Biomedical Imaging<\/i> (pp. 276-287). IGI Global.<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Abstract Schizophrenia (SCZ) is a complex and chronic psychotic disorder characterized by a range of symptoms that affect the psychological well-being and stability of patients. These symptoms can be categorized into positive, negative, general, and cognitive domains. Goal:Our objective was <a href=\"https:\/\/ifx0.com\/index.php\/2024\/10\/23\/predicting-gender-based-on-severity-of-symptoms-of-schizophrenia-and-cognitive-parameters\/\" class=\"read-more\">Read More &#8230;<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3837","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/posts\/3837","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/comments?post=3837"}],"version-history":[{"count":1,"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/posts\/3837\/revisions"}],"predecessor-version":[{"id":3838,"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/posts\/3837\/revisions\/3838"}],"wp:attachment":[{"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/media?parent=3837"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/categories?post=3837"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ifx0.com\/index.php\/wp-json\/wp\/v2\/tags?post=3837"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}