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Classification of depression-related online forums using Natural Language Processing
181-208.Views:70The study of the phenomenon of depression is not new in sociology, but since the depression
is becoming a wider social problem, it is still a relevant issue today. In addition to the biomedical and psychological aspects of depression, the sociological perspective is becoming more
noteworthy in the discourse about the causes of depression. In the research of the discourse
on depression, the online texts offer many new possibilities, as the forum’s anonymity and
accessability make the online seeking for help popular. In this research, natural language
processing (logistic regression) was applied to find patterns in the definition of depression
in lay discourses. These methods make it possible to analyze a large amount of text - which
would have been difficult to process with human resources. During the analysis, 67 857 posts of
English-speaking online forums were categorized along the categories of the scientific discourse
about depression. This study presents the first results, which shows logistic regression classifier
performs like the annotators. . Although the research has analyzed English-speaking forums, my
findings may be useful to anyone observing abstract sociological concepts in online texts written
by users. -
Burnout syndrome among health care workers in Hungary – a literature review
62-77Views:98Burnout is recognised as an occupational hazard and prolonged response to chronic interpersonal stressors at work in various people-centred professions, with higher prevalence among health care workers. The main objective of this research was the integrative review of the literature on burnout syndrome in Hungarian health care workers. Twelve (12) studies found in PubMed database were included in the research and a number of important conclusions have been summarized about burnout syndrome among employees of the Hungarian health care system. Also, as important conclusion it has been highlighted, that recognising, preventing, and treating burnout and depression among health care workers should be one of the priorities of the health care in Hungary.
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A way out of the crisis in economically underdeveloped and depressed regions by building an inclusive, local, green economy
1-30Views:49The pervasive process of globalisation means that any development project, whether focused on a large or small territorial unit, must take into account both international and domestic socio-economic trends, as these are decisive both in terms of the opportunities and the way in which they are exploited. This is particularly true of areas that are economically underdeveloped or areas that have been the base of heavy industry and are in decline as a result of economic restructuring, which have been hardest hit by the crisis. In this study, these are collectively referred to as disadvantaged areas. In order to address the growing territorial disparities after the change of regime, regional development policy has tried to provide various benefits to these lagging regions, and therefore laws have been passed to determine which areas can be included in the list of beneficiaries. Law No XXI of 1996 distinguished between socio-economically backward areas, areas affected by long-term unemployment, areas affected by industrial restructuring, and agricultural and rural development areas. According to Parliamentary Resolution 24/2001 (20.4.2001), the beneficiaries were: socio-economically backward areas, areas undergoing industrial restructuring, agricultural and rural development areas (RARDI).