Matches in SemOpenAlex for { <https://semopenalex.org/work/W3100407435> ?p ?o ?g. }
- W3100407435 endingPage "214" @default.
- W3100407435 startingPage "214" @default.
- W3100407435 abstract "Comorbidities, dietary supplement use, and prescription drug use may negatively (or positively) affect mental health in cardiovascular patients. Although the significance of mental illnesses, such as depression, anxiety, and schizophrenia, on cardiovascular disease is well documented, mental illnesses resulting from heart disease are not well studied. In this paper, we introduce the risk factors of mental illnesses as an exploratory study and develop a prediction framework for mental illness that uses comorbidities, dietary supplements, and drug usage in heart disease patients. Particularly, the data used in this study consist of the records of 68,647 patients with heart disease, including the patient’s mental illness information and the patient’s intake of dietary supplements, antibiotics, and comorbidities. Patients in age groups <61, gender differences, and drug intakes, such as Azithromycin, Clarithromycin, Vitamin B6, and Coenzyme Q10, were associated with mental illness. For predictive modeling, we consider applying various state-of-the-art machine learning techniques with tuned parameters and finally obtain the following: Depression: 78.01% accuracy, 79.13% sensitivity, 72.65% specificity, and 86.26% Area Under the Curve (AUC). Anxiety: 82.93% accuracy, 82.86% sensitivity, 83.35% specificity, and 88.45% AUC. Schizophrenia: 87.59% accuracy, 87.70% sensitivity, 85.14% specificity, and 92.73% AUC. Disease: 86.63% accuracy, 95.50% sensitivity, 77.76% specificity, and 91.59% AUC. From the results, we conclude that using heart disease information, comorbidities, dietary supplement use, and antibiotics enables us to accurately predict the mental health outcome." @default.
- W3100407435 created "2020-11-23" @default.
- W3100407435 creator A5025779414 @default.
- W3100407435 creator A5038581156 @default.
- W3100407435 creator A5047648692 @default.
- W3100407435 creator A5065960795 @default.
- W3100407435 creator A5087521641 @default.
- W3100407435 date "2020-11-09" @default.
- W3100407435 modified "2023-09-25" @default.
- W3100407435 title "Prediction of Mental Illness in Heart Disease Patients: Association of Comorbidities, Dietary Supplements, and Antibiotics as Risk Factors" @default.
- W3100407435 cites W1678356000 @default.
- W3100407435 cites W1859721809 @default.
- W3100407435 cites W1981558356 @default.
- W3100407435 cites W1995341919 @default.
- W3100407435 cites W2003645855 @default.
- W3100407435 cites W2008799821 @default.
- W3100407435 cites W2057503269 @default.
- W3100407435 cites W2102398992 @default.
- W3100407435 cites W2114678113 @default.
- W3100407435 cites W2118573019 @default.
- W3100407435 cites W2127484731 @default.
- W3100407435 cites W2148092884 @default.
- W3100407435 cites W2148143831 @default.
- W3100407435 cites W2148158932 @default.
- W3100407435 cites W2154603378 @default.
- W3100407435 cites W2158218002 @default.
- W3100407435 cites W2294896629 @default.
- W3100407435 cites W2324157016 @default.
- W3100407435 cites W2411021801 @default.
- W3100407435 cites W2512075439 @default.
- W3100407435 cites W2613459819 @default.
- W3100407435 cites W2795463350 @default.
- W3100407435 cites W2911964244 @default.
- W3100407435 cites W2913705661 @default.
- W3100407435 cites W2974590475 @default.
- W3100407435 cites W2977049017 @default.
- W3100407435 cites W2978178940 @default.
- W3100407435 cites W2986628198 @default.
- W3100407435 cites W3008627481 @default.
- W3100407435 cites W3012687466 @default.
- W3100407435 cites W3018040497 @default.
- W3100407435 cites W3102476541 @default.
- W3100407435 cites W4252727199 @default.
- W3100407435 cites W4297957988 @default.
- W3100407435 doi "https://doi.org/10.3390/jpm10040214" @default.
- W3100407435 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7712940" @default.
- W3100407435 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33182235" @default.
- W3100407435 hasPublicationYear "2020" @default.
- W3100407435 type Work @default.
- W3100407435 sameAs 3100407435 @default.
- W3100407435 citedByCount "3" @default.
- W3100407435 countsByYear W31004074352021 @default.
- W3100407435 countsByYear W31004074352022 @default.
- W3100407435 crossrefType "journal-article" @default.
- W3100407435 hasAuthorship W3100407435A5025779414 @default.
- W3100407435 hasAuthorship W3100407435A5038581156 @default.
- W3100407435 hasAuthorship W3100407435A5047648692 @default.
- W3100407435 hasAuthorship W3100407435A5065960795 @default.
- W3100407435 hasAuthorship W3100407435A5087521641 @default.
- W3100407435 hasBestOaLocation W31004074351 @default.
- W3100407435 hasConcept C118552586 @default.
- W3100407435 hasConcept C126322002 @default.
- W3100407435 hasConcept C134362201 @default.
- W3100407435 hasConcept C139719470 @default.
- W3100407435 hasConcept C162324750 @default.
- W3100407435 hasConcept C2776412080 @default.
- W3100407435 hasConcept C2776674806 @default.
- W3100407435 hasConcept C2776867660 @default.
- W3100407435 hasConcept C2779134260 @default.
- W3100407435 hasConcept C2779159551 @default.
- W3100407435 hasConcept C558461103 @default.
- W3100407435 hasConcept C71924100 @default.
- W3100407435 hasConceptScore W3100407435C118552586 @default.
- W3100407435 hasConceptScore W3100407435C126322002 @default.
- W3100407435 hasConceptScore W3100407435C134362201 @default.
- W3100407435 hasConceptScore W3100407435C139719470 @default.
- W3100407435 hasConceptScore W3100407435C162324750 @default.
- W3100407435 hasConceptScore W3100407435C2776412080 @default.
- W3100407435 hasConceptScore W3100407435C2776674806 @default.
- W3100407435 hasConceptScore W3100407435C2776867660 @default.
- W3100407435 hasConceptScore W3100407435C2779134260 @default.
- W3100407435 hasConceptScore W3100407435C2779159551 @default.
- W3100407435 hasConceptScore W3100407435C558461103 @default.
- W3100407435 hasConceptScore W3100407435C71924100 @default.
- W3100407435 hasIssue "4" @default.
- W3100407435 hasLocation W31004074351 @default.
- W3100407435 hasLocation W31004074352 @default.
- W3100407435 hasLocation W31004074353 @default.
- W3100407435 hasOpenAccess W3100407435 @default.
- W3100407435 hasPrimaryLocation W31004074351 @default.
- W3100407435 hasRelatedWork W180895419 @default.
- W3100407435 hasRelatedWork W1988074006 @default.
- W3100407435 hasRelatedWork W2046834036 @default.
- W3100407435 hasRelatedWork W2072731221 @default.
- W3100407435 hasRelatedWork W2072921494 @default.
- W3100407435 hasRelatedWork W2131359187 @default.
- W3100407435 hasRelatedWork W2207934733 @default.
- W3100407435 hasRelatedWork W2909164380 @default.