Study of Mental Disorder Prediction Model approaches its issues and Challenges

2021 ◽  
Vol 23 (07) ◽  
pp. 831-840
Author(s):  
Avani S Bhuva ◽  
◽  
Dr. Dhirendra Mishra ◽  

Mental disorder is becoming one of the major health issues in society today. (WHO) depression will be the leading mental disorder all over the world by 2030. The timely prediction of such disorders is very essential for maintaining the health of human beings. These mental disorders are associated with different symptoms, some of these symptoms are visible in the form of facial expressions, gestures, change in voice modulation, etc. and some of them even cannot be noticed by naked eyes. Therefore, it is highly important to collect appropriate verbal and non-verbal symptom details about any individual along with using best-suited algorithms for accurate prediction using information technology. This paper explores different types of such symptoms associated with different types of mental disorders, their causes, and existing prediction-based solutions. The paper further presents the critical analysis of these aspects and proposes usages of biometrics-based traits for building better prediction systems for mental disorders.

2021 ◽  
Vol 10 (1) ◽  
pp. e15510110385
Author(s):  
Aline de Sousa Rocha ◽  
Benedita Maryjose Gleyk Gomes ◽  
Roberta Sousa Meneses ◽  
Marcos Antonio Silva Batista ◽  
Rosane Cristina Mendes Gonçalves ◽  
...  

The psychiatric reform that took place in Brazil carries characteristics of other movements that occurred in other parts of the world. The idea common to all movements is the struggle for the rights of the individual in mental suffering, seeking mainly the rupture of the mental model. These changes led to several transformations in the care scenario, for all professions directly linked to the patient. Nursing in turn has experienced and experiences significant changes in the provision of care. The aim of this study is to talk about nursing care for patients affected by mental disorder, making a temporal analysis of how this care occurred and how it presents itself in the current mental health conjuncture. The methodology is of the literature review type, which occurred through research in the databases BIREME, Lilacs, Scielo, BDENF and VHL. For this, the descriptors: nursing care for people with disorders were selected; nursing care for patients with mental disorders. In view of the results, it was evidenced that nurses are an important part of caring for patients with mental disorders, noting that these make up a multidisciplinary team and highlighting that care goes far beyond just caring for the patient, but that it consists mainly in the relationship with the patient's family, in bonding, in the work that aims at social reintegration and often also the family reinsertion of the individual. Profession that needs to undergo constant updates, but has experienced numerous transformations throughout this period of Reformation.


Author(s):  
Vijay Kumar Chattu ◽  
Paula Mahon

Mental health problems affect society as a whole, and not just a small, isolated segment. In developed countries with well-organized healthcare systems, between 44% and 70% of patients with mental disorders do not receive treatment whereas in developing countries the treatment gap being close to 90%. Schizophrenia is a severe mental disorder affecting more than 21 million people worldwide. People with schizophrenia are 2-2.5 times more likely to die early than the general population. The case study highlights about agnosia in a schizophrenic patient in a primary care setting and how to address the management at a broader perspective using the appropriate antipsychotic medication and ensuring the support from a family without violating the human rights of the patient. The World Economic Forum estimated that the cumulative global impact of mental disorders in terms of lost economic output will amount to US$ 16 trillion over the next 20 years, equivalent to more than 1% of the global gross domestic product. Mental health should be a concern for all of us, rather than only for those who suffer from a mental disorder. The mental health action plan 2013-2020, endorsed by the World Health Assembly in 2013, highlights the steps required to provide appropriate services for people with mental disorders including schizophrenia. A key recommendation of the action plan is to shift services from institutions to the community. Mental health must be considered a focus of renewed investment not just in terms of human development and dignity but also in terms of social and economic development.


2015 ◽  
Vol 206 (2) ◽  
pp. 101-109 ◽  
Author(s):  
Ronny Bruffaerts ◽  
Jose Posada-Villa ◽  
Ali Obaid Al-Hamzawi ◽  
Oye Gureje ◽  
Yueqin Huang ◽  
...  

BackgroundPrevious research suggests that many people receiving mental health treatment do not meet criteria for a mental disorder but are rather ‘the worried well’.AimsTo examine the association of past-year mental health treatment with DSM-IV disorders.MethodThe World Health Organization's World Mental Health (WMH) Surveys interviewed community samples of adults in 23 countries (n = 62 305) about DSM-IV disorders and treatment in the past 12 months for problems with emotions, alcohol or drugs.ResultsRoughly half (52%) of people who received treatment met criteria for a past-year DSM-IV disorder, an additional 18% for a lifetime disorder and an additional 13% for other indicators of need (multiple subthreshold disorders, recent stressors or suicidal behaviours). Dose–response associations were found between number of indicators of need and treatment.ConclusionsThe vast majority of treatment in the WMH countries goes to patients with mental disorders or other problems expected to benefit from treatment.


Jurnal NERS ◽  
2017 ◽  
Vol 9 (1) ◽  
pp. 118
Author(s):  
Sri Mugianti ◽  
Suprajitno Suprajitno

Introduction: The family was the place and the fi rst to meet the basic needs of human beings, has fi ve tasks in health. The inability of the family perform its tasks will be a problem in a family member suffering from a mental disorder, so allow the deprivation occurred. The aim of this study was to formulate the possibility of deprivation of people with mental disorders by family. Method: The study design was cross sectional. Study subjects by 45 families who have family members with mental disorders from four clusters at health centres of Bacem Ponggok and Sutojayan of Kabupaten Blitar, selected by cluster random sampling with rapid survey. Analysis using nominal regression with α = 0.05. Result: Two tasks the family that affect was deprived of the ability of families caring for patients with signifi cant value 0.009 and the ability of families utilizing health care facilities with signifi cant value of 0.034. The possibility of patients to be deprived by family was formulated. Discussion: Influences family task was 37.1% (Nagelkerke = 0.371) whereas 62.9% influenced by other factors. To minimize the occurrence of deprived be expected to treat patients with a family of faith, love, and use of health service facilities.Key words: five tasks family, mental disorder, deprivation


Author(s):  
Emerson Roberto Yépez Herrera ◽  
Gisela Catalina Padilla Álvarez ◽  
Deysi Elizabeth Apolo Eguez ◽  
Noemí Fernanda Caizaluisa Barros

Depression is a mental disorder that is increasing each year, according to statistics over the world. Sports has become a good method to prevent and encourage the treatment of the mental disorder. The aim of this article to determine the benefits of sports in the treatment of depression. Method: The information was taken from Science Direct with the keywords (depression or mental disorders) and (physical exercise OR physical activity). The information was analyzed through systematic literature analysis. It was given priority to articles, that were published in the last 5 years. The number of the total articles was 498 which is related to the objective of this investigation. From 498 articles 24 were selected to develop the research. Results: Sports, according to studies, help people who have depression synthons. Conclusion: Physical exercise is a method, which can prevent and help medical treatment, however, it is necessary to increase the research in this area.


In the latter half of the twentieth century, Japan developed into a thriving economy, and the Japanese remain one of the healthiest populations in the world to this day. However, in the past 25 years, low growth, mounting debt, and rapid ageing have complicated this image, and global interest in the longevity and social cohesion of the Japanese populace is now greater than ever. Health in Japan brings together the perspectives and research of Japan's leading social epidemiologists in English for the first time, creating an informative text which is accessible to both Japanese and international readers. With chapters on key topics such as Chronic Disease, Disasters and Health, and Mental Health and Wellbeing, the textbook offers a comprehensive examination of the major health issues facing the country. The book focuses predominantly on the primary, upstream causes of health and disease, as well as evidence on the wider determinants of wellbeing and illness.


Water ◽  
2020 ◽  
Vol 12 (2) ◽  
pp. 495 ◽  
Author(s):  
Asim Ali Yaqoob ◽  
Tabassum Parveen ◽  
Khalid Umar ◽  
Mohamad Nasir Mohamad Ibrahim

Water is an essential part of life and its availability is important for all living creatures. On the other side, the world is suffering from a major problem of drinking water. There are several gases, microorganisms and other toxins (chemicals and heavy metals) added into water during rain, flowing water, etc. which is responsible for water pollution. This review article describes various applications of nanomaterial in removing different types of impurities from polluted water. There are various kinds of nanomaterials, which carried huge potential to treat polluted water (containing metal toxin substance, different organic and inorganic impurities) very effectively due to their unique properties like greater surface area, able to work at low concentration, etc. The nanostructured catalytic membranes, nanosorbents and nanophotocatalyst based approaches to remove pollutants from wastewater are eco-friendly and efficient, but they require more energy, more investment in order to purify the wastewater. There are many challenges and issues of wastewater treatment. Some precautions are also required to keep away from ecological and health issues. New modern equipment for wastewater treatment should be flexible, low cost and efficient for the commercialization purpose.


2015 ◽  
Vol 25 (3) ◽  
pp. 217-229 ◽  
Author(s):  
H. Ishikawa ◽  
N. Kawakami ◽  
R. C. Kessler ◽  

Background.The aim of this study is to estimate the lifetime and 12-month prevalence, severity and treatment of Diagnostic and Statistical Manual of Mental Disorders fourth edition (DSM-IV) mental disorders in Japan based on the final data set of the World Mental Health Japan Survey conducted in 2002–2006.Methods.Face-to-face household interviews of 4130 respondents who were randomly selected from Japanese-speaking residents aged 20 years or older were conducted from 2002 to 2006 in 11 community populations in Japan (overall response rate, 56%). The World Mental Health version of the World Health Organization Composite International Diagnostic Interview (WMH-CIDI), a fully structured, lay administered psychiatric diagnostic interview, was used for diagnostic assessment.Results.Lifetime/12-month prevalence of any DSM-IV common mental disorders in Japan was estimated to be 20.3/7.6%. Rank-order of four classes of mental disorders was anxiety disorders (8.1/4.9%), substance disorders (7.4/1.0%), mood disorders (6.5/2.3%) and impulse control disorders (2.0/0.7%). The most common individual disorders were alcohol abuse/dependence (7.3/0.9%), major depressive disorder (6.1/2.2%), specific phobia (3.4/2.3%) and generalized anxiety disorder (2.6/1.3%). While the lifetime prevalence of any mental disorder was greater for males and the middle-aged, the persistence (proportion of 12-month cases among lifetime cases) of any mental disorder was greater for females and younger respondents. Among those with any 12-month disorder, 15.3% were classified as severe, 44.1% moderate and 40.6% mild. Although a strong association between severity and service use was found, only 21.9% of respondents with any 12-month disorder sought treatment within the last 12 months; only 37.0% of severe cases received medical care. The mental health specialty sector was the most common resource used in Japan. Although the prevalence of mental disorders were quite low, mental disorders were the second most prevalent cause of severe role impairment among chronic physical and mental disorders.Conclusions.These results suggest lower prevalence of mental disorders in Japan than that in Western countries, although the general pattern of disorders, risk factors and unmet need for treatment were similar to those in other countries. Greater lifetime prevalence for males and greater persistence for females seems a unique feature of Japan, suggesting a cultural difference in gender-related etiology and course of disorders. The treatment rate in Japan was lower than that in most other high-income countries in WMH surveys.


2017 ◽  
Vol 27 (6) ◽  
pp. 552-567 ◽  
Author(s):  
P. de Jonge ◽  
K. J. Wardenaar ◽  
H. R. Hoenders ◽  
S. Evans-Lacko ◽  
V. Kovess-Masfety ◽  
...  

Aims.A substantial proportion of persons with mental disorders seek treatment from complementary and alternative medicine (CAM) professionals. However, data on how CAM contacts vary across countries, mental disorders and their severity, and health care settings is largely lacking. The aim was therefore to investigate the prevalence of contacts with CAM providers in a large cross-national sample of persons with 12-month mental disorders.Methods.In the World Mental Health Surveys, the Composite International Diagnostic Interview was administered to determine the presence of past 12 month mental disorders in 138 801 participants aged 18–100 derived from representative general population samples. Participants were recruited between 2001 and 2012. Rates of self-reported CAM contacts for each of the 28 surveys across 25 countries and 12 mental disorder groups were calculated for all persons with past 12-month mental disorders. Mental disorders were grouped into mood disorders, anxiety disorders or behavioural disorders, and further divided by severity levels. Satisfaction with conventional care was also compared with CAM contact satisfaction.Results.An estimated 3.6% (standard error 0.2%) of persons with a past 12-month mental disorder reported a CAM contact, which was two times higher in high-income countries (4.6%; standard error 0.3%) than in low- and middle-income countries (2.3%; standard error 0.2%). CAM contacts were largely comparable for different disorder types, but particularly high in persons receiving conventional care (8.6–17.8%). CAM contacts increased with increasing mental disorder severity. Among persons receiving specialist mental health care, CAM contacts were reported by 14.0% for severe mood disorders, 16.2% for severe anxiety disorders and 22.5% for severe behavioural disorders. Satisfaction with care was comparable with respect to CAM contacts (78.3%) and conventional care (75.6%) in persons that received both.Conclusions.CAM contacts are common in persons with severe mental disorders, in high-income countries, and in persons receiving conventional care. Our findings support the notion of CAM as largely complementary but are in contrast to suggestions that this concerns person with only mild, transient complaints. There was no indication that persons were less satisfied by CAM visits than by receiving conventional care. We encourage health care professionals in conventional settings to openly discuss the care patients are receiving, whether conventional or not, and their reasons for doing so.


2004 ◽  
Vol 32 (4) ◽  
pp. 658-663 ◽  
Author(s):  
George J. Annas

In his compelling novel Blindness, José Saramago tells us about victims stricken by a contagious form of blindness who were quarantined and came to see themselves as pigs, dogs, and “lame crabs.” Of course, they were all human beings - although unable to perceive themselves, or others, as members of the human community. The disciplines of bioethics, health law, and human rights are likewise all members of the broad human rights community, although at times none of them may be able to see the homologies, even when responding to a specific health challenge.The boundaries between bioethics, health law, and human rights are permeable, and border crossings, including crossings by blind practitioners, are common. Two working hypotheses form the intellectual framework of this article: we can more effectively address the major health issues of our day if we harmonize all three disciplines; and American bioethics can be reborn as a global force by accepting its Nuremberg roots and actively engaging in a health and human rights agenda.


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