scholarly journals Sistem Pakar untuk Mendiagnosis Gangguan Mental pada Anak Menggunakan Metode Forward Chaining dan Certainty Factor

2020 ◽  
Vol 2 (2) ◽  
pp. 280-291
Author(s):  
Salma Nabilla Ulpa ◽  
Fitri Bimantoro

Mental health problems in children, such as stress, anxiety, or depression are real and these problems are as important as physical health problems, but many children do not get the care they need so an artificial intelligence technology such as an expert system can help diagnose the disorder mentally in children early. This research developed an expert system to diagnose mental disorders in children using the mobile-based Forward Chaining and Certainty Factor method that diagnoses 7 types of mental disorders in children from 46 symptoms obtained based on the knowledge of 3 experts. Based on the results of the black box testing states that the expert system that was built has had compatibility in terms of functionality. The results of the theoretical calculation test states that the calculation system of an expert diagnosis of a child's mental disorder is in accordance with the results of calculations done manually. In testing the accuracy of the system from 30 cases tested on 3 experts, the expert system that was built succeeded in producing system accuracy values ​​based on the final belief value of the three experts, based on the belief values ​​of experts 1, 2, and 3, respectively 91.11%, 96.67%, 96.67% and 80%. Furthermore, the results of MOS testing conducted on 35 respondents produce MOS of 4.12 from a scale of 5 where based on that value the expert system built is categorized into a good system.

Author(s):  
Yasuhiro Kotera ◽  
Jaroslava Dosedlova ◽  
Denise Andrzejewski ◽  
Greta Kaluzeviciute ◽  
Makoto Sakai

AbstractPsychological stress has become a major concern, potentially leading to diverse health problems including psychopathology such as depression and anxiety. Transactional Model of Stress and Coping is an established model, conceptualizing stressful experiences via person–environment relationship. This cross-sectional study aimed to explore the pathway from stress to depression/anxiety, with a focus on self-criticism (inadequate-self and hated-self) and self-reassurance (reassured-self) in Czech students who suffered from high prevalence of mental health problems. Convenience sample of 119 undergraduates completed the Depression Anxiety and Stress Scale-21 and the Forms of the Self-Criticizing/Attacking & Self-Reassuring Scale. Correlation and path analyses were conducted. The Strengthening the Reporting of Observational Studies in Epidemiology guidelines were used to aid an accurate and complete report of the study. Depression, anxiety, and stress were positively associated with inadequate-self and hated-self while negatively associated with reassured-self. Both inadequate-self and hated-self partially mediated the stress–depression and stress–anxiety relationships, whereas reassured-self only partially mediated the stress–depression relationship. Inadequate-self had greater impact on the stress–depression/anxiety pathways than hated-self and reassured-self. Findings indicate that clinical treatment may benefit from targeting the feelings of inadequacy to prevent stress progressing to psychopathology. This is particularly relevant as stress levels are rising globally. Our findings offer developments to the Transactional Model, and help practitioners and educators identify solutions to protect mental health of Czech university students.


2021 ◽  
pp. 000486742110096
Author(s):  
David Lawrence ◽  
Sarah E Johnson ◽  
Francis Mitrou ◽  
Sharon Lawn ◽  
Michael Sawyer

Objectives: This study aimed to (1) examine the strength of the association between mental disorders/mental health problems, risk behaviours and tobacco smoking among Australian adolescents, (2) compare rates of tobacco smoking among Australian adolescents with major depressive disorder, attention-deficit/hyperactivity disorder and/or conduct disorder in 2013/14 vs 1998, and (3) identify the extent to which an association between tobacco smoking and mental health problems among adolescents can be attributed to non-mental health risk factors. Methods: The study utilised data from the first (1998) and second (2013/14) child and adolescent components of the National Surveys of Mental Health and Wellbeing. Both surveys identified nationally representative samples of Australian young people aged 4–17 years, living in private dwellings. Information was collected from parents and 13- to 17-year-olds about mental disorders, mental health problems, risk behaviours and tobacco smoking. Results: In the 2013/14 survey, the rate of current tobacco smoking among those with a mental disorder was 20% compared to 5% in those without a mental disorder. Rates were highest for young people with conduct disorder (50%), major depressive disorder (24%) and anxiety disorders (19%). In 2013/14, 38% of current tobacco smokers had a mental disorder and 32% reported self-harm and/or suicidal ideation vs 10% and 5%, respectively, among adolescents who had never smoked. Females with mental disorders or reporting self-harm or suicidal ideation had higher rates of current smoking than males. Other significant factors associated with current smoking included school-related problems, binge eating and having had more than one sexual partner. Conclusion: While smoking rates in 13- to 17-year-olds with mental disorders had declined since 1998, the strength of the association between mental disorders and smoking had increased, especially among females. Our findings highlight the need to address the tobacco smoking among adolescents with mental disorders, particularly females.


BMJ Open ◽  
2021 ◽  
Vol 11 (5) ◽  
pp. e047074
Author(s):  
Ben Mathews ◽  
Rosana Pacella ◽  
Michael Dunne ◽  
James Scott ◽  
David Finkelhor ◽  
...  

IntroductionChild maltreatment (physical abuse, sexual abuse, emotional abuse, neglect and exposure to domestic violence) is widely understood to be associated with multiple mental health disorders, physical health problems and health risk behaviours throughout life. However, Australia lacks fundamental evidence about the prevalence and characteristics of child maltreatment, its associations with mental disorders and physical health, and the associated burden of disease. These evidence gaps impede the development of public health strategies to better prevent and respond to child maltreatment. The aims of this research are to generate the first comprehensive population-based national data on the prevalence of child maltreatment in Australia, identify associations with mental disorders and physical health conditions and other adverse consequences, estimate attributable burden of disease and indicate targeted areas for future optimal public health prevention strategies.Methods and analysisThe Australian Child Maltreatment Study (ACMS) is a nationwide, cross-sectional study of Australia’s population aged 16 years and over. A survey of approximately 10 000 Australians will capture retrospective self-reported data on the experience in childhood of all five types of maltreatment (physical abuse, sexual abuse, emotional abuse, neglect and exposure to domestic violence). A customised, multimodule survey instrument has been designed to obtain information including: the prevalence and characteristics of these experiences; diagnostic screening of common mental health disorders; physical health; health risk behaviours and health service utilisation. The survey will be administered in March–November 2021 to a random sample of the nationwide population, recruited through mobile phone numbers. Participants will be surveyed using computer-assisted telephone interviews, conducted by trained interviewers from the Social Research Centre, an agency with extensive experience in studies of health and adversity. Rigorous protocols protect the safety of both participants and interviewers, and comply with all ethical and legal requirements. Analysis will include descriptive statistics reporting the prevalence of individual and multitype child maltreatment, multiple logistic and linear regression analyses to determine associations with mental disorders and physical health problems. We will calculate the population attributable fractions of these putative outcomes to enable an estimation of the disease burden attributable to child maltreatment.Ethics and disseminationThe study has been approved by the Queensland University of Technology Human Research Ethics Committee (#1900000477, 16 August 2019). Results will be published to the scientific community in peer-reviewed journals, scientific meetings and through targeted networks. Findings and recommendations will be shared with government policymakers and community and organisational stakeholders through diverse engagement activities, a dedicated Advisory Board and a systematic knowledge translation strategy. Results will be communicated to the public through an organised media strategy and the ACMS website.


2009 ◽  
Vol 24 (S1) ◽  
pp. 1-1
Author(s):  
V. Kovess ◽  
R. de Graaf ◽  
J.M. Haro ◽  
R. Bruffaerts ◽  
F. Gilbert ◽  
...  

Objective:To complete missing information on the influence of spiritual and religious advisors as informal providers for mental health problems in Europe.Methods:Recourse to religious practice or belief when coping with mental health problems was evaluated using data from the ESEMED survey. This was a stratified, multistage, clustered-area probability sample survey of mental health carried out in six European countries which included 8796 subjects. Between countries differences in sociodemographic characteristics, religious affiliation, and prevalence of mental disorders and management of mental disorders were evaluated.Results:Religion appears to play a limited role in coping with mental health problems in Europe. Only 7.9% of individuals seeking help for such problems turned to a religious advisor. This proportion differed between countries from 13% in Italy, 12.5% in Germany, 10.5% in the Netherlands, 5.8% in France, 4.7% in Belgium to 4% in Spain. In addition, seeking help exclusively from religion was reported by only 1.3% of subjects. Practicing religion at least once a week and considering religion as important in daily life were predictors of using religion versus conventional health care only. Use of religion was not influenced by gender and age. Non-Christian respondents and individuals with alcohol disorders were more likely to use religion. In Spain, the use of religion is much lower than average.Conclusions:Unlike the situation in the United States, organised religion does not provide alternative informal mental health care in Europe. At best, it could be considered as an adjunct to conventional care.


BJPsych Open ◽  
2018 ◽  
Vol 4 (2) ◽  
pp. 58-60 ◽  
Author(s):  
Elizabeth Spry ◽  
Rebecca Giallo ◽  
Margarita Moreno-Betancur ◽  
Jacqui Macdonald ◽  
Denise Becker ◽  
...  

We examined prospective associations between men's common mental disorders in the decades prior to offspring conception and subsequent paternal antenatal mental health problems. Data came from a prospective intergenerational cohort study which assessed common mental disorder nine times from age 14 to 29 years, and in the third trimester of subsequent pregnancies to age 35 years (N = 295 pregnancies to 214 men). Men with histories of adolescent and young adult common mental disorders were over four times more likely to experience antenatal mental health problems. Future research identifying modifiable perinatal factors that counteract preconception risk would provide further targets for intervention.Declaration of interestNone.


Synthese ◽  
2021 ◽  
Author(s):  
Sander Werkhoven

AbstractAre mental disorders (autism, ADHD, schizophrenia) natural kinds or socially constructed categories? What is at stake if either of these views prove to be true? This paper offers a qualified defence for the view that there may be natural kinds of mental disorder, but also that the implications of this claim are generally overestimated. Especially concerns about over-inclusiveness of diagnostic categories and medicalisation of abnormal behaviour are not addressed by the debate. To arrive at these conclusions the paper opens with a discussion of kind formation in science, followed by an analysis of natural kinds. Seven principled and empirically informed objections to the possibility of natural kinds of mental disorder are considered and rejected. The paper ends with a reflection on diagnostics of mental health problems that don’t fall into natural kinds. Despite the defence of the possibility of natural kinds of mental disorder, this is likely to be the majority of cases.


Pained ◽  
2020 ◽  
pp. 69-72
Author(s):  
Michael D. Stein ◽  
Sandro Galea

This chapter studies the health of veterans and the military. Since the first Gulf War in 1990, veterans have had worse mortality than the general population. Aside from mortality, mental health problems are a particular concern. More soldiers kill themselves than are killed on the battlefield. Beyond suicide, key mental health concerns among veterans include posttraumatic stress disorder (PTSD). Itself disruptive, PTSD foreshadows increased risks of physical health problems, substance use/misuse, homelessness, and violence. Less studied, but equally important, are high rates of depression and anxiety among veterans. Rates of chronic pain and physical disability are also high. These challenges make the Veterans Health Administration’s unique expertise in mental health care provision and rehabilitation services all the more crucial. For these reasons, moves to privatize veterans’ health care and narrow access to these services do veterans a disservice, shortchanging a fundamental social contract. The health of soldiers is the public’s health.


Social Forces ◽  
2020 ◽  
Author(s):  
Janne Mikkonen ◽  
Hanna Remes ◽  
Heta Moustgaard ◽  
Pekka Martikainen

Abstract Early health problems predict lower educational attainment, but it remains unclear whether this is due to health problems weakening school performance or due to other mechanisms operating above and beyond school performance. We employed counterfactual-based mediation analysis on a register-based sample of Finnish adolescents born in 1988–1993 (n = 73,072) to longitudinally assess the direct (unexplained by school performance, as measured by grade point average) and indirect (pure mediation and mediated interaction via school performance) effects of early adolescent somatic and mental health problems on the noncompletion of upper secondary education and track choice (vocational vs. general). Mental disorders were associated with the largest increases in both noncompletion and choosing the vocational track, but somatic conditions also showed small but robust associations. Weakened school performance mediated up to one-third of the differences in noncompletion and around half of the differences in track choice. When the same analyses were conducted within sibships, the total effects of health problems on educational pathways were weaker, but the contribution of school performance remained similar. In counterfactual simulations that assigned everyone an above-median school performance—that is, eradicating below-median school performance—about 20–40 percent of the effects of mental disorders on educational pathways remained. Our results suggest that while impaired school performance is an important component in health-related selection to education, it does not fully explain the shorter and less academically oriented educational careers of adolescents with health problems. These adolescents may benefit from additional educational support regardless of their formal school performance.


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