A Review on Gestational Diabetes Mellitus: Present Concern

Diabetes mellitus during pregnancy known as GDM is a severe disorder that develops during pregnancy and its prevalence is rapidly increasing all around the world. It arises due to two major metabolic defects; acute resistance of insulin and dysfunctioning of beta cells. Numerous organs are additionally associated with the pathological process of GDM. There are two types of factors that are associated with GDM that are modifiable and non-modifiable. GDM can cause serious long-term complications to both fetus and mother due to maternal hereditary proneness linked with the environment and fetoplacental aspects. The purpose of this manuscript is to audit GDM in detail and to provide a logical information with refreshed exploration from various angles.

Self-Information Loss Compensation Learning for Machine-Generated Text Detection

The technology of automatic text generation by machine has always been an important task in natural language processing, but the low-quality text generated by the machine seriously affects the user experience due to poor readability and fuzzy effective information. The machine-generated text detection method based on traditional machine learning relies on a large number of artificial features with detection rules. The general method of text classification based on deep learning tends to the orientation of text topics, but logical information between texts sequences is not well utilized. For this problem, we propose an end-to-end model which uses the text sequences self-information to compensate for the information loss in the modeling process, to learn the logical information between the text sequences for machine-generated text detection. This is a text classification task. We experiment on a Chinese question and answer the dataset collected from a biomedical social media, which includes human-written text and machine-generated text. The result shows that our method is effective and exceeds most baseline models.

Linguistic peculiarities of functionality of authorial commentaries in the English literary text (based on the English-language novel “Sister Carrie” by Theodore Dreiser)

This article is dedicated to examination of verbal means of expression of authorial commentaries in English fiction. The relevance of the selected topic is defined by the fact that the question of characteristics of authorial commentaries remain an insufficiently studied area within the framework of interpretation of a literary work. Such linguists as R. Posner in the “Theory of Commentaries”, I. V. Arnold in the “Stylistics of Decoding”, and N. D. Arutyunova in her work “On the Problems of Structural Linguistics” have been dealing the topic at hand. Examination of the authorial commentaries allows assessing the depth and wholeness of the literary work. The article presents the analysis of linguistic means of functionality of authorial commentaries in the English-language novel “Sister Carrie” by Theodore Dreiser. Authorial commentaries manifest as one of the means for explication of dialogical nature of the literary text. Linguistic means emphasize the expressiveness of authorial commentaries within the framework of progression of a storyline. Most of the authorial commentaries in T. Dreiser's novel “Sister Carry” represent the contrasting contexts, reflected in the development of two thematic lines. To the first theme includes the associative series: beast – nature – the forces of life. The second semantic layer is demonstrated in the line: human – man – free will. Contrasting contexts originate the oppositions not only on the level of meaningful-logical information, but also on the level of subtext.

Legal Impact Theory in the Context of an Integrative Approach to Understanding Law

The theory of legal impact from the perspective of an integrative approach to understanding law, is a progressive theoretical and methodological toolkit with a high potential of heuristically mastering of various legal phenomena. This theory understood within the framework of an integrative approach, allows us to consider its legal nature, content and essence as fully and thoroughly as possible, which creates favorable conditions for achieving the criteria of scientific research, such as: comprehensiveness, objectivity, and historicism. It is the integrative approach that makes it possible to fully realize such a fundamental principle of scientific research as unity in diversity, to study the nature of the legal impact comprehensively and deeply, as a complex socio-legal phenomenon, determined by various factors of public life. The methodological ground of the examination depends on the utilization of different general logical procedures and techniques for logical information, just as specific logical strategies – recorded legitimate, formal-lawful, relative lawful and interpretative. Results showed that law isn't reducible to the arrangement of lawful standards, it is a lot more extensive and progressively various, which is related with its source, bearer and vehicle - a man, with his intentionally solid willed nature and passionate mental motivations.

Method for Revealing Placer Gold Source

Material characteristics of placer gold and geological and geomorphological features of placercontaining watercourses allow revealing the type of source that formed the placer. The studied area (the middle reach of theAdychaRiver, Verkhoyansk District, Yakutia) is characterized by highly developed placer gold mineralization both in ancient terrace sediments and high-order watercourses. The significant placer gold mineralization in the high-order watercourses, at very limited number of known bedrock gold deposits suggests the presence of not yet discovered bedrock gold mineralization. Revealing the type of sources of placer gold in young high-order watercourses allows to create prognostic and prospecting models for both potential placer and primary (vein) ore occurrences. The purpose of the study is to compile a logical-information algorithm, which, based on the most significant material and geological-geomorphological factors, will enable revealing the type of placer gold source and the possibility of its location discovery and probability of gold transportation continuation from the source. The study result is presented by a program (the Python programming language) that characterizes the type of placer gold source based on gold grain rounding degree, the presence of gold intergrowths with other minerals and the presence of heavy fraction. Assessment of the possibility of placer gold source location determination is based on geological and geomorphological factors: watercourse order, the type of placer, and spatial association with terraces of ancient erosion levels. The study of well-known gold placers using the created program allowed revealing gold placers with supposedly primary gold source and other ones with the source in the form of a natural intermediate gold concentrator. A map of exogenous gold mineralization with forecast elements was also created, presenting areas promising for revealing primary gold mineralization (areas of presence of high-order watercourses with gold mineralization source) and areas of high-order watercourses promising for discovering gold placers (identified by analogy (in geological and geomorphological position) with watercourses with the known source in the form of natural intermediate gold concentrator.