Mental health, normativity, and local knowledge in global perspective

Author(s):  
Elena Popa
2020 ◽  
Vol 34 (05) ◽  
pp. 8697-8704
Author(s):  
Pengjie Ren ◽  
Zhumin Chen ◽  
Christof Monz ◽  
Jun Ma ◽  
Maarten De Rijke

Background Based Conversation (BBCs) have been introduced to help conversational systems avoid generating overly generic responses. In a BBC, the conversation is grounded in a knowledge source. A key challenge in BBCs is Knowledge Selection (KS): given a conversational context, try to find the appropriate background knowledge (a text fragment containing related facts or comments, etc.) based on which to generate the next response. Previous work addresses KS by employing attention and/or pointer mechanisms. These mechanisms use a local perspective, i.e., they select a token at a time based solely on the current decoding state. We argue for the adoption of a global perspective, i.e., pre-selecting some text fragments from the background knowledge that could help determine the topic of the next response. We enhance KS in BBCs by introducing a Global-to-Local Knowledge Selection (GLKS) mechanism. Given a conversational context and background knowledge, we first learn a topic transition vector to encode the most likely text fragments to be used in the next response, which is then used to guide the local KS at each decoding timestamp. In order to effectively learn the topic transition vector, we propose a distantly supervised learning schema. Experimental results show that the GLKS model significantly outperforms state-of-the-art methods in terms of both automatic and human evaluation. More importantly, GLKS achieves this without requiring any extra annotations, which demonstrates its high degree of scalability.


2020 ◽  
Vol 7 (1) ◽  
pp. 1
Author(s):  
Ubair Anjum

The mental health of the refugees is a matter of interest from the global perspective, as the refugees are reported to have several kinds of mental illness because of their flee from their home countries which could ultimately provoke the circumstances of the host countries. Pakistan is amongst the top listed countries providing the refuge to the displaced people after Lebanon, Jordan and, Turkey. The refugees have been reported to have behavioral and mental issues because they had gone through the awful situations of being exiled from their own land. Pakistan is serving the refugees from decades on mandate of UNHCR, but has been victimized of worthy loss due to the extremists and terrorists hide in refugee camps, because of their psychopaths of criminality towards the host-nation. Pakistan still backed the Afghan refugees and declared to provide the nationality to those Afghan’s born in Pakistan. But, Pakistan doesn’t possess any certain act or policy concerning the Afghan refugee till now, the mandate of UNHCR has been following as well as the health facilities and betterments for refugees are accordingly. By unveiling the certain issue mental health of the refugees in general the recommendations has been presented as well as by focusing the matter of the Afghan Refugees the ultimate policy is devised to consider for betterment in state-backed by the evidence gathered contextually.


1995 ◽  
Vol 31 (6) ◽  
pp. 553-568 ◽  
Author(s):  
Carole E. Hill ◽  
Gertrude J. Fraser

2017 ◽  
Vol 38 (4) ◽  
pp. 339-342 ◽  
Author(s):  
Courtney L. McLaughlin

This article provides an overview of the special issue on international approaches to school-based mental health. It introduces the significance of the issues associated with mental health across the world and introduces the reader to the four articles highlighting different aspects of school-based mental health. Across these four articles, information about school-based mental health (SBMH) from the United States, Canada, Norway, Liberia, Chile, and Ireland are represented. The special issue concludes with an article introducing new methodology for examining mental health from a global perspective.


2003 ◽  
Vol 15 (1) ◽  
pp. 44-53 ◽  
Author(s):  
Marten W deVries ◽  
Bill Wilkerson

Background:The United Nations, WHO and the World Bank have called the current prevalence rate of neuro-psychiatric disorder approaches of 1 in 4 individuals worldwide and ‘unheralded public health crisis’. Rates are driven by an early onset, high impairment and high chronicity of these disorders. Most importantly, detection and treatment rates are low, estimated at les than 10% worldwide resulting in 500 million people underserved. The related economic costs soared in 1999 to 120 billion dollars in Europe and North America, with over 60 billion dollars assigned to stress related disorders. Contributing factors are bio-psycho-social and include rapid social change as well as the time compression of modern life resulting in the experience of increased work-life stress that parallels a decade long intensification of activities in the workplace. Coping with the requirements of the new economy of mental performance has lagged behind at many individual and social levels as we cling to adjustments made during the industrial economy of the last century. A climate of transition, and more recently, terror and fear have stressed the landscape of mental health and work already ravaged by the destructive forces of stigma.Aim:This presentation will examine the other side of prosperity from the point of view of stress in the workplace as two global problems converge at this time in history, the escalation of neuro-psychiatric disorders and the increasing dependence on the mental faculties of the world's citizens.In this paper we also discuss how the international community can work together to help reduce the burden of mental disorders worldwide and sketch the implications for research and policy.Conclusions:Ultimately the media will need to be enlisted to educate the public on the value of investments in mental health.


2020 ◽  
Vol 16 (2) ◽  
Author(s):  
Sally Hett

I was excited. When I started working I was excited about the social impact mandate inherent in the public sector – how good! Then, as my work led me into the depths of the public sector’s limitations, I was swallowed by despair. As an advisor on the Government Inquiry into Mental Health and Addiction I was a sponge to the pain of the country. I heard the pain in young people, solo mothers, whänau, refugees of not being heard, seen or supported. The reality of slow, siloed, under-resourced and overly risk-averse agencies was undeniable.


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