scholarly journals Sentiment analysis of users reviews in Facebook: comparison of TEXTBLOB and DOSTOEVSKY libraries

Author(s):  
A. B. Nugumanova ◽  
◽  
D. Zh. Akhmed-Zaki ◽  
E. M. Bayburin ◽  
K. S. Apaev ◽  
...  

This article examines the work of two Python libraries TextBlob and Dostoevsky for determining the sentiment of reviews in Russian. The TextBlob library does not directly provide sentiment analysis of texts in Russian, but it has the ability to transfer such texts to the input of the Google Translate translator, in order to then evaluate the polarity of these texts based on the generated English translations. The second Dostoevsky library was created specifically for sentiment analysis of texts in Russian and is trained on the largest Russian-language sentiment corpus RuSentiment, which contains more than 30 thousand manually annotated messages. To compare these libraries, this article uses real feedback from residents of the city of Nur-Sultan about the quality of life in the capital, including about the activities of city services and the housing and communal sector, the work of service facilities, education, health care, culture, etc., posted on public Facebook groups. The results of the sentiment analysis carried out are evaluated using generally accepted metrics of accuracy, completeness and F-measure and demonstrate a slight superiority of the Dostoevsky library.

2020 ◽  
Vol 66 (4) ◽  
pp. 321-330 ◽  
Author(s):  
Mauro G Carta ◽  
Matthias C Angermeyer ◽  
Anita Holzinger

Background and Aims: The purpose is to highlight the legal and ethical principles that inspired the reform of mental health care in Italy, the only country to have closed its psychiatric hospitals. The article will also try to verify some macro-indicators of the quality of care and discuss the crisis that the mental health care system in Italy is experiencing. Methods: Narrative review. Results: The principal changes in the legislation on mental health care in Italy assumed an important role in the evolution of morals and common sense of the civil society of that country. We describe three critical points: first, the differences in implementation in the different Italian regions; second, the progressive lack of resources that cannot be totally attributed to the economic crisis and which has compromised application of the law; and finally, the scarce attention given to measurement of change with scientific methods. Conclusion: Italy created a revolutionary approach to mental health care in a historical framework in which it produced impressive cultural expressions in many fields. At that time, people were accustomed to ‘believing and doing’ rather than questioning results and producing research, and this led to underestimating the importance of a scientific approach. With its economic and cultural crisis, Italy has lost creativity as well as interest in mental health, which has been guiltily neglected. Any future humanitarian approach to mental health must take the Italian experience into account, but must not forget that verification is the basis for any transformation in health care culture.


Author(s):  
Mohammad Karimi

Dental and oral health is an important part that plays a significant role in the quality of life of people in our society, especially children, but due to insufficient attention, tooth decay in the world is increasing every year. Promoting oral hygiene requires the people's easy access to primary oral health care and the use of these services should be classified.


2017 ◽  
Vol 7 (12) ◽  
pp. 3
Author(s):  
Jenny Paola Cervera Quintero

Esta investigación muestra las características y estrategias socioeconómicas identificadas en un grupo de famiempresas de confección en Ciudad Bolívar, localidad de Bogotá, con las cuales logran la permanencia de sus negocios y así la reproducción de la vida y la subsistencia de sus familias. Este primer elemento se contrasta con las políticas de consecución de ingresos desarrolladas por los gobiernos distritales en el período 2000-2013, con el fin de encontrar los elementos comunes y el real aporte con el que las políticas sociales y económicas del Distrito benefician la economía popular de la ciudad, teniendo como referencia el grupo de famiempresas con el que se trabajó. Después de obtener un paralelo entre las políticas socioeconómicas del Distrito y las necesidades reales de las famiempresas, se desarrolla un ejercicio práctico aplicando la metodología de Vester como base para la formulación de recomendaciones dirigidas hacia los gobiernos distritales, en las que se manifiestan las prioridades que esta población objetivo espera de la acción institucional para mejorar el desempeño de sus famiempresas y, por ende, el de su consecución de ingresos para mejor su calidad de vida y la de sus familias.ABSTRACTThis research examines the socio-economic characteristics and strategies pertaining to a group of family business in the apparel sector in Ciudad Bolivar (Bogota), which ensures some stability in the business itself and in their families´ livelihood. This first element is contrasted with the policies of resource allocation pursued by Bogota local administrations in the period 2000-2013, in order to identify the real governmental contributions to thelocal economy. Next, a practical exercise is conducted by applying the methodology of Vester as a basis for the formulation of recommendations addressed to the city government; those recommendations depict the priorities that the targeted population expects from the institutional action to improve the performance of their business and to enhance their income to better their quality of life and that of their families. Fecha de recepción: 23 agosto 2016Fecha de aprobación: 15 noviembre de 2016Fecha de publicación: 6 de enero de 2017


Author(s):  
K W M (Bill) Fulford ◽  
David Crepaz-Keay ◽  
Giovanni Stanghellini

This chapter examines how values influence the heterogeneity of depression. The plurality of values is increasingly significant for contemporary person-centred mental health care with its emphasis on quality of life and development of self-manvnagement skills. Values-based practice is a partner with medical law invn working with the plurality of personal values. The chapter explains what values are, shows how the plurality of values influences the heterogeneity of depression at several levels, and provides an overview of values-based practice. It looks at the resources available for combining values-based practice with medical law in contemporary person-centred care and indicates some of the challenges this raises. It concludes with a brief reflection on these challenges understood as an instance of what the political philosopher Isaiah Berlin called the challenge of pluralism.


Author(s):  
Katherine A Traino ◽  
Christina M Sharkey ◽  
Megan N Perez ◽  
Dana M Bakula ◽  
Caroline M Roberts ◽  
...  

Abstract Objective To identify possible subgroups of health care utilization (HCU) patterns among adolescents and young adults (AYAs) with a chronic medical condition (CMC), and examine how these patterns relate to transition readiness and health-related quality of life (HRQoL). Methods Undergraduates (N = 359; Mage=19.51 years, SD = 1.31) with a self-reported CMC (e.g., asthma, allergies, irritable bowel syndrome) completed measures of demographics, HCU (e.g., presence of specialty or adult providers, recent medical visits), transition readiness, and mental HRQoL (MHC) and physical HRQoL (PHC). Latent class analysis identified four distinct patterns of HCU. The BCH procedure evaluated how these patterns related to transition readiness and HRQoL outcomes. Results Based on seven indicators of HCU, a four-class model was found to have optimal fit. Classes were termed High Utilization (n = 95), Adult Primary Care Physician (PCP)-Moderate Utilization (n = 107), Family PCP-Moderate Utilization (n = 81), and Low Utilization (n = 76). Age, family income, and illness controllability predicted class membership. Class membership predicted transition readiness and PHC, but not MHC. The High Utilization group reported the highest transition readiness and the lowest HRQoL, while the Low Utilization group reported the lowest transition readiness and highest HRQoL. Conclusions The present study characterizes the varying degrees to which AYAs with CMCs utilize health care. Our findings suggest poorer PHC may result in higher HCU, and that greater skills and health care engagement may not be sufficient for optimizing HRQoL. Future research should examine the High Utilization subgroup and their risk for poorer HRQoL.


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