Judging Mental Health Disorders Using Decision Tree Models

2021 ◽  
Author(s):  
Hoan Luong Cu Si

This research presents a categorization replica to have the discernment of the result of distinct psychological health hazard which got improved with the implementation of the replica of decision tree. Among 3000 contestants approximately for different medical analysis, we get the instruction data regarding decision tree information from the answers of the queries. It is displayed by the exploratory outcomes that the suggested replica of the decision tree can find the significant framing of conclusion which influences Clinical discernment Precision. Such conclusions framing comprising in result such as recurrence or non-recurrence for clinical physical sickness, maturity, sex, duration of psychologically physical sickness, span for having drugs as well as suggested drugs that will be able to be applied as an instance of the assessment of the comprehensive precision of medical professionals.

Author(s):  
Sandip Roy ◽  
P. S. Aithal ◽  
Rajesh Bose

This research presents a categorization replica to have the discernment of the result of distinct psychological health hazard which got improved with the implementation of the replica of decision tree. Among 3000 contestants approximately for different medical analysis, we get the instruction data regarding decision tree information from the answers of the queries. It is displayed by the exploratory outcomes that the suggested replica of the decision tree can find the significant framing of conclusion which influences Clinical discernment Precision. Such conclusions framing comprising in result such as recurrence or non-recurrence for clinical physical sickness, maturity, sex, duration of psychologically physical sickness, span for having drugs as well as suggested drugs that will be able to be applied as an instance of the assessment of the comprehensive precision of medical professionals.


2022 ◽  
pp. 274-287
Author(s):  
Úrsula Vacalebri Lloret

COVID-19 has altered the mental health of the global population. The fear of getting sick, combined with other factors from a healthcare crisis—fear of losing loved ones, social isolation, unemployment, uncertainty about the future, etc.—have created the perfect environment for a greater development of psychological health disorders. All sectors of society are being affected by these changes, including above all, college students. The aim of this chapter is to observe the specific disorders college students may develop and what teachers can do about them. A language exchange project will be proposed as an integrated and preventive tool. It will also constitute a resource for eventual mental health disorders management. The combination of these two realities—mental health and education—should work as the basis for further investigation on integrated projects.


2020 ◽  
Vol 33 (6) ◽  
pp. e100229
Author(s):  
William Heseltine-Carp ◽  
Mathew Hoskins

BackgroundChristian clergy have often been identified as ‘frontline mental health workers’ and gatekeepers to mental health services. However, despite this, collaboration between clergy and mental health services remains poor, with some US clergy referring on as little as 10% of cases.AimsIn this study, we aimed to evaluate the collaborative relationship between UK clergy and medical practitioners, with the purpose of identifying key issues that should be addressed to improve such collaboration between the two services.MethodsWe surveyed 124 clergy, 48 general practitioners and 13 psychiatrists in Wales. Part 1 of the survey covered four main themes: demographics; types of mental health cases seen by clergy and practitioners; referral rates between clergy and mental health services; attitude and relationship between clergy and mental health services. Part 2 was directed at clergy only and assessed how sensitive clergy were in identifying and referring on mental health disorders by using seven virtual case vignettes.ResultsClergy frequently encountered mental health cases and around 60%–80% regularly referred on to a healthcare professional. Clergy appeared very effective at identifying and referring on high risk scenarios, such as psychosis, suicidal ideation and substance misuse, however were less effective at identifying and referring on clinical depression and anxiety. Clergy rarely received referrals from medical professionals. Both medical professionals and clergy felt they needed to engage in a more collaborative relationship, and around of one-third of practitioners were prepared to offer training to clergy.ConclusionMost clergy in Wales regularly encounter mental health cases and appear effective at recognising and referring on mental health disorders; however, a large minority do not (20%–40%). Clergy generally do not receive referrals from mental health professionals, despite the proven benefits. Therefore, improving collaboration, developing spiritual training for mental health professionals, and mental health training for clergy is likely useful, a notion that many clergy and medical professionals deem important and are prepared to support.


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