The paper summarizes the arguments for a scientific discussion on solving the problem of improving the efficiency of the enterprise in the context of social and economic security of the state. The main purpose of the study is to evaluate the effectiveness of the enterprise and on its basis to identify innovative measures and methods, effective marketing tools to improve it. The systematization of literary sources and scientific approaches showed that, based on a comprehensive assessment of the activity of the enterprise, there remained several unsolved problems regarding the improvement of the social and economic security of the state. The urgency of solving this scientific problem lies in ensuring social and economic security that is an extremely important problem in the current conditions of the country’s development. Methodical tools of the study are such methods as a logical generalization, systematic, comparison, mathematical calculations, graphical, method of expert assessments. The study period is 2014-2018. The object of the study is the sanatorium and resort enterprise since the social and economic security of the state on the micro-level is formed based on the activity of such enterprises. The research of the identified problem in the paper is carried out in the following logical sequence. The significance of the activity of enterprises as an integral part in shaping the country's economy in market conditions is outlined. The important role of domestic enterprises in ensuring the employment of the country's population, the formation of social relations and support of social stability, the social and economic security of the state at the micro-level is noted. The problems of provision of enterprises economic development as a component of socioeconomic security of the state in need of research are highlighted. The list of risks, which domestic enterprises are subjected to in daily activity, is described. It is noted that the economic development of enterprises is one of the components of securing social and economic security of the country at the micro-level. In this context, the theoretical basis for the formation of economic security of enterprises is investigated based on the evaluation of the efficiency of the activity on the example of sanatorium and resort institutions. An evaluation of the efficiency of activity of sanatorium-resort enterprises from the standpoint of the economic entity efficiency based on the calculation of integral index and directly by consumers with the help of an expert method is conducted. Based on the estimation of the integral coefficient of efficiency of the sanatorium and resort services provision on the example of the past five years, the unevenness of the fluctuations of the main economic indicators of activity, reduction of the coefficient of financial and economic activity efficiency has been proved. Based on surveys of consumers, the average mark of the effectiveness for the provided sanatorium services was set at 3.7 points, which at the five-point scale proves the need for improving the activity of sanatorium and resort facilities under present conditions and developing special events using effective instruments stimulating the development of such enterprises. To significantly improve the efficiency of sanatorium and resort enterprises and the impact on the improvement of social and economic security in the country, a set of actions and marketing tools based on the innovative technologies at the enterprise, regional and state level. The results of the conducted research can be used by sanatorium and resort establishments in practical activity and public authorities, local self-government bodies at the level of regions and territorial communities in developing projects of development of territories and taking measures to ensure social and economic security in the country. Keywords: economic security, efficiency, measures, innovative approaches, marketing tools, assessment, sanatorium and resort establishments, social and economic security.

This article provides an analysis of areas for improving the state policy bases in public health services. The purpose of the research is to substantiate and develop systematized regulatory support for the structural-functional care model for children in particular regions. The authors systematized the legislative acts on the health technologies introduction in the structural-functional model. To achieve the study goal, the authors used a systematic approach to provide quantitative and qualitative analysis of the organization and optimization of medical-social justification of the structural-functional model; bibliosemantic – for the analysis of national and international experience in providing medical care to patients; epidemiological – to determine the levels, structure and dynamics of morbidity and prevalence of pathology in childhood; statistical – for collecting, processing and analyzing received information. The article presented the authors’ development on regulatory support for the structural-functional medical model components for children. Besides, special attention was paid to the improvement of health technologies in regional health care systems. The authors identified areas for implementing the legislative initiative to improve the regulatory support for medical care provision. This paper provides the author’s regulatory support of structural-functional medical model’s components toward children with bronchopulmonary dysplasia and dysplastic pathology of the bronchopulmonary system. The authors emphasized the improvement of health technologies in regional health care systems. To improve the area of legislative and regulatory support, the study identified the directions for implementing the legislative initiative. Based on the study results, the authors proposed considering 7 legislative acts of Ukraine on improving the normative-legal provision of components of the structural-functional model. The obtained results could further assess their impact on implementing health technologies at the regional, municipal and family levels.

A denoising autoencoder sequence-to-sequence model based on transformer architecture proved to be useful for underlying tasks such as summarization, machine translation, or question answering. This paper investigates the possibilities of using this model type for grammatical error correction and introduces a novel method of remark-based model checkpoint output combining. This approach was evaluated by the BEA 2019 shared task. It was able to achieve state-of-the-art F-score results on the test set 73.90 and development set 56.58. This was done without any GEC-specific pre-training, but only by fine-tuning the autoencoder model and combining checkpoint outputs. This proves that an efficient model solving GEC might be trained in a matter of hours using a single GPU.