{"title":"COMPLEX METHOD FOR AUTOMATIC RECOGNITION OF NATURAL LANGUAGE AND EMOTIONAL STATE","authors":"I. Iosifov","doi":"10.28925/2663-4023.2023.19.146164","DOIUrl":"https://doi.org/10.28925/2663-4023.2023.19.146164","url":null,"abstract":"Current trends in NLP emphasize universal models and learning from pre-trained models. This article explores these trends and advanced models of pre-service learning. Inputs are converted into words or contextual embeddings that serve as inputs to encoders and decoders. The corpus of the author's publications over the past six years is used as the object of the research. The main methods of research are the analysis of scientific literature, prototyping, and experimental use of systems in the direction of research. Speech recognition players are divided into players with huge computing resources for whom training on large unlabeled data is a common procedure and players who are focused on training small local speech recognition models on pre-labeled audio data due to a lack of resources. Approaches and frameworks for working with unlabeled data and limited computing resources are almost not present, and methods based on iterative training are not developed and require scientific efforts for development. The research aims to develop methods of iterative training on unlabeled audio data to obtain productively ready speech recognition models with greater accuracy and limited resources. A separate block proposes methods of data preparation for use in training speech recognition systems and a pipeline for automatic training of speech recognition systems using pseudo marking of audio data. The prototype and solution of a real business problem of emotion detection demonstrate the capabilities and limitations of owl recognition systems and emotional states. With the use of the proposed methods of pseudo-labeling, it is possible to obtain recognition accuracy close to the market leaders without significant investment in computing resources, and for languages with a small amount of open data, it can even be surpassed.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116125550","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
S. Palamarchuk, Natalia Palamarchuk, V. Tkach, Olga Shugaly
{"title":"FORMS OF ELECTRONIC SIGNATURE AND FEATURES OF ITS USE IN SECURED INFORMATION SYSTEMS","authors":"S. Palamarchuk, Natalia Palamarchuk, V. Tkach, Olga Shugaly","doi":"10.28925/2663-4023.2021.14.100106","DOIUrl":"https://doi.org/10.28925/2663-4023.2021.14.100106","url":null,"abstract":"The Law of Ukraine “On Electronic Documents” and “On Electronic Digital Signature”, which came into force on December 28, 2003 and January 1, 2004, respectively, gave the “green light” to the widespread use of electronic documents and digital signatures in the country. Continuation in the introduction of electronic documents, including electronic signature forms and their use in secure information systems, was the adoption in 2018 of the Law of Ukraine \"On electronic trust services\" (Law of Ukraine \"On electronic digital signature\" expired) and a number of bylaws regarding electronic interaction between two information resources (state registers / information and telecommunication systems…) and / or for the provision of administrative services. At the same time, the use of the latest technologies aimed at increasing the efficiency of work creates new risks that can lead to the disclosure of sensitive information, the consequences of which can be critical. To prevent this from happening, the system being created or the existing system must be well protected and comply with the Concept of \"Secure Information Systems\". This Concept includes a number of legislative initiatives, scientific, technical and technological solutions. Also, it is necessary to refer to the definition of a reliable information system, which is provided in the \"Orange Book\". According to which, a reliable information system is defined as “a system that uses sufficient hardware and software to ensure the simultaneous reliable processing of information of varying degrees of secrecy by different users or groups of users without violating access rights, integrity and confidentiality of data and information, and which maintains its performance under the influence of a set of external and internal threats. \" Today, among the established methods of information protection, a special place is occupied by an electronic signature (both for verifying the integrity of the document, confirmation of authorship and for user authentication).","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124860124","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"METHOD FOR PROTECTION TRAFFIC FROM INTERVENTION OF DPI SYSTEMS","authors":"A. Ilyenko, Sergii Ilyenko, Oleksandr Vertypolokh","doi":"10.28925/2663-4023.2020.10.7587","DOIUrl":"https://doi.org/10.28925/2663-4023.2020.10.7587","url":null,"abstract":"This article discusses further ways to protect traffic from DPI systems. The possibilities of using network protocols and application of DPI systems are investigated in the article. The analysis of the problem made it possible to identify vulnerabilities in the DNS protocol, which is based on the UDP protocol. These vulnerabilities include spoofing, interception, and traffic tethering. Also on the basis of the analysis of methods of protection of DNS traffic from interference, the authors substantiate and define the following: 1) all DNS queries are transmitted in the open; 2) existing approaches to traffic protection do not use encryption and, consequently, do not ensure the confidentiality of information; 3) there is only confirmation of the authenticity of the records. The authors have created a summary table, which identifies reliable methods of protecting DNS traffic. The authors propose the development of a full-fledged local proxy server to provide DNS traffic that can access trusted public DNS resolvers using doh and dot protocols. To understand the principles of protocol interaction, we developed our own local implementation of the main components of the network, which are most often dealt with by network users, namely: 1) web server; 2) DNS server; 3) server providing cryptographic protection and hiding open requests. The practical value of the obtained results lies in the software implementation of methods to protect traffic from DPI systems in Visual Studio Code by using the Python 3.8 programming language, which allows to provide cryptographic protection of traffic. The proposed solution of the local proxying server can be improved in the future by introducing local caching with the addition of the ability to create rules for certain domains and their subdomains. The implemented test doh server can be deployed on a trusted dedicated server outside of possible filter equipment installation points. This implementation will allow you to fully control your own traffic for resolving domain names. The authors further plan a number of scientific and technical solutions to develop and implement effective methods, tools to meet the requirements, principles and approaches to cyber security and traffic protection from interference by DPI systems in experimental computer systems and networks.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124925663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"POTENTIAL DISGUISING ATTACK VECTORS ON SECURITY OPERATION CENTERS AND SIEM SYSTEMS","authors":"R. Drahuntsov, D. Rabchun","doi":"10.28925/2663-4023.2021.14.614","DOIUrl":"https://doi.org/10.28925/2663-4023.2021.14.614","url":null,"abstract":"In this article we highlight several potential vectors of attacks that can be carried out on a monitoring capacities powered by SOC SIEM using its common features and misconfigurations. Widely spread problems like excessive amounts of false positive alerts or not absolutely accurate configuration of the correlation rules may lead to situation where an attacker is able to trigger an undesired state of the monitoring system. We’ve find three potential vectors for evasion the SIEM powered SOCs monitoring. The first vector grounds on mechanisms used to collect event data – log collectors: the malfunctioning SIEM state can be achieved with generating and submitting the bogus event data to the processing party like SIEM. Fake data flow may cause generation of mistaken alerts which can confuse the analytics stuff. The second vector employs some of the attacker’s knowledge about actual SIEM configuration – exploitation of correlation rule flaws. Taking into account the fact that correlation rules are mostly hand-written, they are prone to some logic flaws – certain detection rules may not be triggered by all of the malicious attack indicators. An attacker with knowledge about that feature may fulfill the unrecorded conditions and trick the SIEM to treat the attack flow as benign activity. The last researched vector is based on redundantly sensitive detection rules which produce a lot of false positive alarms but are not removed. An attacker may trigger the malfunctioning alarm continuously to distract the analytics stuff and perform its actions under the cover of noise. Those discussed vectors are derived from analysis of the actual SIEM installations and SOC processes used as best practices. We have no actual indicators that those attacks are carried out “in wild” at the moment of issuing of this article, but it is highly probable that those tactics may be used in the future. The purpose of this research is to highlight the possible risks for the security operation centers connected with actual processes and practices used in industry and to develop the remediation strategy in perspective.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124306223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"RESEARCH OF THE SYSTEM FOR VULNERABILITY TO MITM – ATTACKS USING THE CREATION OF FAKE AP","authors":"Serhii Krivenko, Natalya Rotaniova, Yulianna Lazarevska, Ulyana Karpenko","doi":"10.28925/2663-4023.2021.13.2938","DOIUrl":"https://doi.org/10.28925/2663-4023.2021.13.2938","url":null,"abstract":"The problems of the cybersecurity are becoming a daily threat to the business sphere and the Internet users. The field of the cybersecurity is constantly changing, but it is obviously that the cyber threats are becoming more serious and occur more often. The statistics on the number of cyber attacks in 2020 showed a sharp surge in the cybercrime. In the field of the information security, the majority of incidents has been related to attacks on the various distributed information systems recently. At the same time, a significant amount number of the successful attacks are those that carried out using such attacks as \"Man in the middle\" (MITM). MITM - attacks are dangerous because with their help attackers gain access to the confidential information, not only the companies but also the ordinary users. Therefore, the purpose of this article is to study the types of MITM - attacks, as well as to develop the recommendations for combating such types of attacks. The study was conducted using methods of analysis and description. The object of the study is MITM attacks. The subject of the study is to determine ways to counter attacks such as MITM. As a result of the conducted research the basic types and the technique of carrying out MITM - attacks are considered. The result of the study was the development of the recommendations for the countering MITM attacks. The proposed methods of preventing \"Man in the middle\" attacks can ensure a certain high level of the computer network security. This study will be useful in ways suggested to prevent MITM attacks, not only for security administrators, but also for Wi-Fi users trying to protect their personal data. The results of the study can also be used to develop better software that can increase the security of any computer network","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132829567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"SOFTWARE ERROR TRACKING MODULE IN WEB APPLICATIONS BASED ON THE USE OF LOGGER ALGORITHM","authors":"A. Ilyenko, Sergii Ilyenko, Danylo Stashevskyi","doi":"10.28925/2663-4023.2021.11.6172","DOIUrl":"https://doi.org/10.28925/2663-4023.2021.11.6172","url":null,"abstract":"This article is devoted to the consideration of further relevant ways to ensure the procedure of error tracking in high-load web applications implemented in the Javascript programming language. The article investigates and identifies that errors that occur when developing and using modern high-load web applications are very dangerous because they affect the full functioning of the information system as a whole and can lead to breaches of confidentiality and integrity of personal information. In the article the authors consider the issues of error handling in Javascript programming language, the problem and need to track errors in high-load web applications, the concept of high-load web applications, existing methods and approaches to error tracking, principles of modern high-load web applications and comparison of existing error tracking solutions. in high-load web applications implemented in the Javascript programming language. The result of this research was the creation of an author's software module for error tracking in advanced web applications to solve the problem of logging errors, analysis of logs for completeness, error handling and solving them in the future. Also, the implementation of such a solution allows you to reduce the size of the software application to download up to 5 kilobytes and save the error history. The developed software module for error tracking in highly loaded web applications consists of two parts: client and server. Each part is an independent software module and can be reconfigured with minimal configuration changes on any other resource. This implementation allows you to fully collect metrics for each XMLHTTP request, collect information about the user environment in which the error occurred, collect information about what exactly caused the error, determine the specific location where the error occurred while executing program code, using a custom algorithm , save error stories in Kibana log. Possible areas of development of this work are related to the expansion of the error tracking algorithm, to collect more data and improve their aggregation, based on the expansion of metrics. The authors plan a number of scientific and technical solutions to develop and implement effective methods, tools, requirements, principles and approaches to cyber security and protection based on the use of author's approaches to error tracking in high-load web applications in experimental computer systems and networks.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114398049","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Danyil Zhuravchak, V. Dudykevych, Anastasiia Tolkachova
{"title":"STUDY OF THE STRUCTURE OF THE SYSTEM FOR DETECTING AND PREVENTING RANSOMWARE ATTACKS BASED ON ENDPOINT DETECTION AND RESPONSE","authors":"Danyil Zhuravchak, V. Dudykevych, Anastasiia Tolkachova","doi":"10.28925/2663-4023.2023.19.6982","DOIUrl":"https://doi.org/10.28925/2663-4023.2023.19.6982","url":null,"abstract":"The paper discusses the challenges and limitations of current ransomware detection and prevention systems, as well as potential future developments in the field. One key challenge is the constantly evolving nature of ransomware attacks, which requires systems to be regularly updated and adapted to stay effective. Another challenge is the need for systems to be able to distinguish between legitimate and malicious software, as well as different types of ransomware. To address these challenges, the paper proposes a number of functional and non-functional requirements for ransomware detection and counteraction systems. These include the ability to detect and respond to attacks in real time or close to it, the ability to analyze and classify different types of ransomware, and the ability to integrate with other security systems and tools. Additionally, non-functional requirements such as scalability, performance, and security should also be considered.The paper also presents a detailed analysis of the different types of ransomware detection and counteraction systems currently available, including intrusion detection systems (IDS), endpoint detection and response (EDR), and modern antiviruses. It also provides a comparison of their strengths and weaknesses, and a classification of existing solutions according to their similarity. Finally, the paper presents an evaluation algorithm for assessing the quality of products for detecting and countering ransomware. The algorithm is based on a set of functional and non-functional requirements and is designed to provide a comprehensive and objective assessment of the capabilities of different systems. The algorithm is validated through a series of tests and experiments, which demonstrate its effectiveness in identifying the best solutions for detecting and countering ransomware. Overall, this paper provides valuable insights and practical guidance for organizations looking to improve their defenses against ransomware attacks.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116685131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"SOFT SKILLS FOR SOFTWARE DEVELOPERS","authors":"Olena rofymenko, Oksana Savielieva, Yuliia Prokop, Nataliia Loginova, Anastasiia Dyka","doi":"10.28925/2663-4023.2023.19.619","DOIUrl":"https://doi.org/10.28925/2663-4023.2023.19.619","url":null,"abstract":"Nowadays, an understanding of the importance of having behavioral competencies for IT specialists has been formed. Analysis of publications confirms the growing needs and interest of software developers in the development of not only technical skills, but also social (behavioral) competencies for effective and efficient performance of professional activities. During interviews with recruits, IT companies try to find out not only the level of hard skills, but also the presence of a set of soft skills. Unlike hard skills, soft skills are the common language of empathy, cooperation, and well-being of people in the workplace. They should be considered holistically because they can change in accordance with changes in a person's life. They form the stability and at the same time flexibility of the team, which ultimately affects the success of the company. Each specific company itself defines its soft skills model as a set of competencies necessary for successful work in it to achieve its strategic goals. Currently, there is no well-defined, established, generally accepted list of soft skills for software developers. In the work, an analysis of numerous publications from the IT company was carried out and a list of soft skills, most important for software developers, considering the specifics of communication skills of the relevant industry, was formed. Communication, teamwork, time management, admitting mistakes, empathy, emotional intelligence, patience, adaptability, creativity, leadership, problem solving and interpersonal skills are the main soft skills that a software developer needs to develop to successfully solve his professional tasks in a team, significantly improve their productivity and increase their overall job satisfaction. The article also examines key difficulties in the formation of relevant soft skills and ways to overcome them. Considering the importance and development of employees' social competencies contributes to their joint involvement in work, effective interaction and interest in achieving good results, high quality and productivity for the long-term sustainability of the company in a global professional environment.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126197434","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
O. Kurbatov, Pavlo Kravchenko, N. Poluyanenko, O. Shapoval, T. Kuznetsova
{"title":"DECENTRALIZED IDENTITY AND CERTIFICATION SYSTEM","authors":"O. Kurbatov, Pavlo Kravchenko, N. Poluyanenko, O. Shapoval, T. Kuznetsova","doi":"10.28925/2663-4023.2019.6.1931","DOIUrl":"https://doi.org/10.28925/2663-4023.2019.6.1931","url":null,"abstract":"This article describes an approach to identification and certification in a decentralized environment. The protocol defines the way to integrate blockchain technology and web-of-trust concepts to create a decentralized public key infrastructure with easy user ID management. The essence of the scheme is to differentiate the entire infrastructure into 2 levels: the level of certification authorities (service providers) that jointly keep track of events related to user certificates; and the level of end users, systems and applications. During creating, updating, and revoking certificates, higher-level members reach a consensus on the confirmation of transactions associated with them, which ensures a higher level of validity of the certificates and synchronization of their status between certification centers. In turn, lower-level members do not need to perform complex verification procedures for a corresponding certificate: unlike the classic X.509 architecture and web-of-trust approach, the maximum number of checks in a chain can be two. An important feature of such a system is its ability to refuse certification centers: in the case of failure and / or compromise of the keys of one certification center, other network members continue to work seamlessly with others, and blockchain technology may make it impossible to add a certificate to a center whose keys have been compromised, because all the events in the system are connected by cryptographic methods. In particular, such a system can be used on the Internet of Things. Each individual sensor must communicate properly with other components of the system as a whole. In order to enable the secure interaction of these components, they must exchange encrypted messages to verify their integrity and authenticity, the provisioning scheme of which is in the described scheme.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127292216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Y. Khlaponin, L. Kozubtsova, I. Kozubtsov, Roman Shtonda
{"title":"FUNCTIONS OF THE INFORMATION SECURITY AND CYBERSECURITY SYSTEM OF CRITICAL INFORMATION INFRASTRUCTURE","authors":"Y. Khlaponin, L. Kozubtsova, I. Kozubtsov, Roman Shtonda","doi":"10.28925/2663-4023.2022.15.1241341","DOIUrl":"https://doi.org/10.28925/2663-4023.2022.15.1241341","url":null,"abstract":"The subject of research in the scientific article is the system of Information Protection and cybersecurity of critical information infrastructure objects. An information security and cybersecurity system is a complex set of software, cryptographic, organizational, and other tools, methods, and measures designed to protect information and cybersecurity. Since the system of Information Protection and cybersecurity of critical information infrastructure facilities is relatively new, there is no single view on what functions this system should perform. As a result, the process of its formation and formation as a system continues. There was a need to define functions for further evaluation of the effectiveness of its functioning as a system. Evaluation is supposed to be carried out both in the process of creation, acceptance, and daily operation. Partial performance indicators are required to implement the procedure for evaluating the effectiveness of the information security system and cybersecurity of critical information infrastructure facilities. Using these indicators, it is possible to characterize the degree of achievement of the system's tasks assigned to it. The following performance indicators are proposed according to the functions: ID identification of cybersecurity risks; PR Cyber Defense; DE detection of cyber incidents; RS response to cyber incidents; RC restoration of the state of cybersecurity. The scientific novelty of the obtained result lies in the fact that Universal functions are proposed that the information security and cybersecurity system should implement at critical information infrastructure facilities. The presented study does not exhaust all aspects of this problem. The theoretical results obtained in the course of scientific research form the basis for further justification of indicators and criteria for evaluating the effectiveness of the information security and cybersecurity system.","PeriodicalId":198390,"journal":{"name":"Cybersecurity: Education, Science, Technique","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"1900-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130243567","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}