Modern Research Research Articles

Кантианский патриотизм

The article considers a paradoxical, at first glance, question – does the social and political philosophy of Immanuel Kant allow patriotism as a duty. The fact is that Kant is widely considered an icon of cosmopolitanism. His “cosmopolitan­ism” was reflected in such works as “Idea for a Universal History from a Cos­mopolitan Purpose” (1784), and later, with adjustments, in “Toward Perpetual Peace” (1795) and “Metaphysics of Morals” (1797). Considering that many philosophers reject patriotism on ethical grounds, believing that it cannot be a virtue, even more strange it may seem to pose the problem of “Kantian patriot­ism”. Nevertheless, modern researchers of Kant’s philosophy are trying to under­stand how his views can be combined with patriotism. In particular, this topic was raised several times (in 2000 and in 2003) by Pauline Kleingeld, a re­searcher of ethics and philosophy of Kant. To answer the question of whether patriotism is obligatory, permissible, or even harmful for Kant’s philosophy, she first described three types of patriotism – civic, nationalist, and patriotism based on the unique characteristics of the country, Kleingeld has done a lot of philo­sophical work, because now Kant’s social and philosophical concept can among other things be considered patriotic

Linguistic-literary synergies in modern Ukrainian philology

Modern research in the field of Ukrainian philology increasingly combines linguistics and literary studies, demonstrating an interdisciplinary approach to the study of language and literature. The study used a limited strategy of searching for relevant data in databases such as Google Scholar, Frontiersin, ResearchGate, Scopus, using the keywords “Interdisciplinarity, Linguistics, Literature Studies”. The search was focused on articles published between 2019 and 2024, written in English and containing these open access keywords, which were compared to conference articles. The results indicate the relevance of this approach in the context of the growing specialisation of research, as it allows for the consideration of objects of study from different perspectives and the use of methods and approaches from different scientific disciplines. The interdisciplinary approach in Ukrainian philology allows us to gain a deeper understanding of the phenomena of language and literature, to study their interaction and mutual influence. Professional specialists in the field of linguistics and literary studies have the opportunity to jointly solve complex problems using a variety of methods and approaches. Thus, it can be concluded that the interdisciplinary approach to the study of Ukrainian philology opens up new opportunities for the development of scientific research, promoting the exchange of knowledge and deepening the understanding of language and literature in the context of modern scientific requirements.

ENHANCING SOLDIER RESILIENCE: ACUPUNCTURE TECHNIQUES FOR PAIN AND STRESS MANAGEMENT ON THE FRONTLINES

This article examines the growing interest in acupuncture as a potential treatment on the battlefield, particularly for pain relief and aiding the recovery of soldiers. This trend is part of a broader movement toward the integration of complementary and alternative medicine (CAM) into military healthcare systems. The article highlights how acupuncture’s holistic approach, which differs significantly from traditional Western medicine, makes it particularly effective in managing pain by considering the physical, psychological, and other patient characteristics that contribute to imbalances. Modern research and evidence further support the integration of acupuncture into pain management strategies, especially in military contexts. The article also explores the development and application of Battlefield Acupuncture, a protocol designed for rapid pain relief in combat settings. Additionally, the introduction of innovative approaches, such as finger acupuncture for self-help on the battlefield, offers a practical and low-risk alternative for soldiers in field conditions where access to comprehensive medical care may be limited. The effectiveness, simplicity, and potential for self-treatment make acupuncture a valuable tool in military medicine, particularly in resourceconstrained environments.

Forms of inheritance of musical instruments in the culture of the peoples of the North Caucasus and Kazakhstan

The relevance of the research is determined by the need to identify the common and special in the cultures of peoples living on different continents and not having common borders. The goal is to identify ethnographic communities in matters of sacralization and forms of inheritance of musical instruments in the culture of the peoples of the North Caucasus and Kazakhstan. The work uses a systematic typological method and a method of ethnographic description of material and spiritual values, partly preserved to this day and partly transformed due to changed sociocultural realities. Based on modern field research in the villages of Adygea and Kazakhstan, archival sources and scientific literature, the authors were able to establish that the transfer of musical instruments from the older generation to the younger was carried out under certain conditions. One of the most important conditions was the requirement to keep the tool in working condition, i.e. do not let the instrument be silent. Another important condition is to transfer the instrument into the hands of a chosen one (a worthy musician), who takes upon himself «amanat» – undertakes to cherish the music (preserve musical traditions). The specific fulfillment of ethnographic conditions for observing the tradition of inheritance of musical instruments shows their similarities and differences in the synchrony of the past and diachrony the last one and a half centuries. Changes in the nomenclature of musical instruments in modern times have also led to changes in their forms of inheritance. Instruments began to be preserved by relatives as a memory of a famous ancestor or transferred to a museum for the same purpose. It is not the musical instruments that become more valuable, but the musical or sound documents that record the cultural heritage of the past.The novelty of the research is associated with the presentation of previously unpublished ethnographic facts collected in the field and their original interpretation.

Проблемы политико-правовой интеграции Северного Кавказа в состав России в отражении делопроизводственной документации (по материалам опубликованных источников)

The article is devoted to the study of the main problems of the political and legal integration of the peoples of the North Caucasus into Russia, materials from public sources of office documentation. In particular, the authors studied the problems of establishing the Russian administrative and judicial-legal system in the region, the normative and organizational foundations of the imperial policy in the North Caucasus, the emigration of local peoples to the Ottoman Empire as reflected in published sources. The authors also studied the process of understanding office documents on the problem of the political and legal integration of the North Caucasus into Russia in modern historiography. The authors conclude that the materials of published office documents play a major role in modern scientific research on the problem of the administrative, political and legal integration of the North Caucasian peoples into Russia. They form the basis of the source base for research on this problem. In the context of source studies, the authors consider office documents on the history of the establishment of the military-administrative and political-legal system of Russia in the North Caucasus, as well as the processes of emigration of local peoples to the Ottoman Empire.

80 ЛЕТ НА СЛУЖБЕ ЗДОРОВЬЯ И РАЗВИТИЯ РЕБЁНКА В ОБРАЗОВАНИИ

The article discusses the history and mission of the Federal State Budgetary Scientific Institution "Institute of Child Development, Health and Adaptation" (Director – E.N. Pristupa, Doctor of Sciences in Pedagogy, Professor), which was founded in November 1944. The article describes the main stages of the Institute's development, its scientific achievements and contributions to the study of child physiology, school hygiene, preschool education, physical education and hospital pedagogy. The main areas of the Institute's research are presented, including studies of children's morphophysiological development, the development of methods and standards for assessing and improving children's physical and mental health, and the methodological support of innovative approaches to health protection and child development in the educational environment. The article presents in chronological order the main scientific and practical achievements of the Institute, including research on functional development of children, cognitive activity, telemetric recording of heart rate and respiratory parameters, physiological bases of pubertal stages of children, and the development of scientific bases of physical education in educational organizations. The article also highlights the modern research of the Institute. In conclusion, the article emphasizes the significance of the Institute of Child Development, Health and Adaptation as a recognized center of innovation that significantly contributes to the development of science and education, and the role of the Institute in the creation of a healthy and successful society.

«Владельцы песков»: пескоукрепительные работы на землях кочевых народов Юга России (ногайцев, калмыков и туркмен) в XIX – начале XX веков

The publication examines the organization of sand protection works carried out in semi–desert zones of Southern Russia in the XIX - early XX centuries. Despite separate publications on measures to combat desertification in the Russian Empire, sand protection activities that unfolded in the XIX – early XX centuries on the lands of the nomadic peoples of Southern Russia (Nogais, Kalmyks and Turkmens) did not become the subject of separate works, which determines the nov-elty of the study. The peculiarities of the natural, climatic and geographical living conditions of nomads and their irrational use of arid zones as pasture lands for their livestock were factors that caused the rapid growth of sands in the XIX – early XX centuries. Sand protection works in the south and officials of the sand-ravine parties and the corps of foresters of the Forest Department, under the jurisdiction of the Ministry of State Property, carried south-east of Russia out. The ac-tivities of sand protection organizations included experimental measures to combat desertifica-tion, which included husking and grass sowing on the sands, sowing sandy oats, removing sands from the use of their owners, forestry and horticulture in the steppe. The source base of the study was materials extracted from the State Archives of the Stavropol Territory (GASK) funds: 153 «Forester of the Stavropol sandy-ravine district» and 247 «Stavropol Provincial Forest Protection Committee». Historiographical works on the study of the problem include publications by pre–revolutionary, Soviet and modern researchers involved in combating desertification in Southern Russia in the XIX - early XX centuries. The analysis of materials and sources made it possible to trace the peculiarities of the activities of central and regional authorities, local societies (A.D. – owners of sands), and other organizations that participated in sand protection works during the historical period under consideration. The conclusion is formulated that the sand protection activi-ty that unfolded in the South of Russia in the XIX – early XX centuries. It included many forest reclamation works, the purpose of which was to curb the process of desertification of pasture and agricultural lands of Nogais, Kalmyks and Turkmens, which in turn was a measure of protection and guardianship of the life, health and economic and cultural activities of nomadic peoples with-in the Russian Empire.

Социальная адаптация китайских студентов в России как управленческая проблема

At the present time, there is an increasing need to study modern concepts of adaptation of foreign students in Russia due to the growing number of foreign students in our country. This material is devoted to the reflection of this problem in the works of modern researchers from the point of view of the factors that hinder the increase in the degree of manageability of the adaptation process and the availability of formulated strategies that contribute to the solution of this problem. In this paper, the principle of metasystematization is used to analyze individual works on this problem, and the above strategies are formulated on the basis of these studies in the context of the strategic approach. The paper concludes that modern studies on the adaptation of Chinese students highlight the language barrier, the degree of cultural fatigue, the lack of motivation to adapt to the temporary environment, as well as the differences between Russian and Chinese students in the attitude to social discipline, reactions to social stimuli and etiquette and ritual forms of social interaction as significant factors of maladaptation. It is pointed out that there are myths that hinder the adaptation process, among which are the established ideas about the Chinese unwillingness to actively interact, inability to communicate in a foreign environment and to adopt new ways of learning and communication. In order to increase the degree of manageability of the adaptation process, the authors, based on the modern studies, propose several interrelated strategies: moral-ethical strategy, team-oriented strategy, imagegamification strategy, pragmatic-oriented strategy, and the strategy of social significance. The application of these strategies is aimed at overcoming the factors of Chinese students' maladaptation in Russian society.

���²�Ͳ��� ������ֲ�: ���� ����������� ���������� � ��������Ͳ ���������� �������

Considerations about the probability of revolutions and the role of cultural environment as a source of protest practices become extremely relevant in the context of globalization and the understanding of the phenomenon of identity � ethnic, national or religious. The purpose of the study: based on relevant professional research, to find out when revolutions are more likely to happen � during socio-economic progress or regression, as well as to understand the connection of the cultural environment with protest practices. The research methodology is based on a comprehensive approach, which includes the analysis of scientific publications to determine the probability of revolutions. The early works of Karl Marx and Friedrich Engels are considered, where it is stated that the deepening degradation of the working class inevitably leads to despair and rebellion. Later, Karl Marx changed his opinion and emphasized that progress leads to revolutions. Alexis de Tocqueville came to the same conclusions. With the involvement of the works of well-known modern researchers in the field of social sciences Robert Merton, Ted Robert Garr, James Davis and Jack Goldstone, the present aspects of the theory of revolutions are emphasized and the role of the cultural environment in the formation of protest practices is clarified. It has been established that revolutions usually take place when five factors are actualized against the background of a significant percentage of young people over a relatively short period of time: economic and fiscal hardship; growing alienation and oppositional attitudes among the elites; revolutionary mobilization based on popular outrage over injustice; the ideology of resistance, which unites and motivates representatives of different social strata; favorable or unfavorable international environment

В.С. Соловьев и современные проблемы историографии и источниковедения русской философии

The article presents answers to the following questions formulated by the editorial board of the journal “Solovyov Studies”: How do you assess the current state of research in this field and, in particular, the heritage of V.S. Solovyov? Is there obvious success in publishing the heritage of Russian philosophers and rather sufficient activity of relevant studies? What are the failures and what, in your opinion, are the reasons for them? In recent years in the community of researchers of the history of Russian philosophy one can hear the opinion that the philosophical heritage of V.S. Solovyov is irrelevant. In your opinion, has Solovyov lost his relevance? What aspects of his philosophical, literary and journalistic legacy have not yet been sufficiently developed, are there prospects for the development of the philosophy of unitotality, or does it belong entirely to history? The significance of V.S. Solovyov's legacy as the first, most developed philosophical system and the relevance of his teachings as the most successful example of philosophical thought in Russian are considered. The contribution of V.S. Solovyov to the development of philosophical terminology in Russia is pointed out. A brief outline of the historiography of Russian philosophy is given. It is noted that there is not a large number of critical editions of the sources of Russian philosophy, that the research of the history of Russian philosophy is not a priority in national science and educational policy, that there is not enough historiographical reflection. Modern researchers of Russian philosophy have not formulated fundamentally new approaches and belong to the same historiographical paradigm as the authors of the early 20th century. The situation can be changed by creating a new historical and philosophical narrative.

International experience of using expert opinions in criminal proceedings

The article is devoted to the important issue of international standards integration into the national system of forensic examination. The influence of international legal norms on the regulation of expert activity in Ukraine is analysed and the prospects for the development of this area are outlined. Particular attention is paid to the importance of forensic examination in legal proceedings, and the key role of experts in establishing objective truth and ensuring justice through their specialised knowledge is emphasised. Foreign experience in the field of forensic examination is considered, taking into account the use of specialised knowledge and methods of conducting examinations in other countries. It is indicated that in the context of crime globalisation, forensic examination in Ukraine should meet the highest international standards. To achieve this, it is necessary not only to update the legislative framework, but also to expand the capabilities of experts, introduce modern research methods and ensure close cooperation with international expert institutions. This will improve the quality of investigations and the effectiveness of the fight against crime. International cooperation in the field of forensic science, regulated by Section 4 of the Law of Ukraine “On Forensic Science”, is a key tool for ensuring effective judicial proceedings. It allows for the involvement of highly qualified specialists from different countries in the investigation of complex criminal cases and the use of modern research methods, which contributes to the establishment of objective truth. To ensure the high quality of forensic examinations and their international recognition, it is necessary to unify approaches and standards. International cooperation in this area facilitates the exchange of experience, the introduction of the latest techniques and the creation of common databases, which increases the reliability of expert opinions and their recognition around the world.

The Impact of Viruddhahara on Lifestyle Disorders: An Ayurvedic Perspective

Abstract: Ayurveda, an ancient medical system, highlights the significance of Ahara (diet) in maintaining health and preventing disease. A core aspect of Ayurvedic theory is the concept of Viruddhahara, which refers to incompatible food combinations that are believed to disrupt the equilibrium of the body's Doshas, potentially leading to various health complications. This review examines the concept of Viruddhahara and its implications for contemporary lifestyle-related disorders such as hypertension, diabetes, obesity, and cardiovascular diseases. In the current fast-paced environment, improper eating habits and the proliferation of fast food have led to widespread consumption of Viruddhahara, contributing to metabolic disturbances and chronic conditions. Ayurveda categorizes Viruddhahara into several types, including incompatibilities based on properties, timing, and combinations. For instance, the pairing of fish with milk or the consumption of heated honey serves as examples of how such food combinations can negatively impact health. The review emphasizes the importance of adhering to dietary guidelines to prevent disturbances in Dosha and the degradation of body tissues, which are essential for preserving health. With the rising incidence of lifestyle-related disorders, it is crucial to understand the scientific underpinnings of Viruddhahara and its role in disease etiology. This research aims to enhance awareness about the adverse effects of incompatible diets and to advocate for the incorporation of Ayurvedic principles into contemporary dietary practices. By conducting a thorough review of classical Ayurvedic texts alongside modern research, this study seeks to establish a framework for integrating Ayurvedic dietary principles into modern lifestyles, offering a comprehensive approach to the prevention and management of lifestyle-related diseases.

Cyanotic heart defects in children: neurological aspects of the problem

Background. The goal is to justify the need to monitor neurodevelopment in children with congenital heart defects (CHD) and to study neurological disorders in patients under 3 years of age with cyanotic heart defects. Materials and methods. Modern research on the neurodevelopment of children with CHD were analyzed. Sixty-two patients with cyanotic heart defects who underwent examination and surgical treatment at the Center for Pediatric Cardiology and Cardiac Surgery of the Ministry of Health of Ukraine were studied. They are divided into 2 groups: group 1 are children with critical cyanotic CHD and group 2 — with non-critical cyanotic CHD. The control group consisted of 35 healthy patients. A neurological examination was performed using standardized neurological scales. Data processing was carried out using the Stata 12.1 licensed statistical package. Results. Neurodevelopmental disorders were diagnosed in 33 (53 %) of 62 children with cyanotic CHD: in group 1 — in 29 % of cases and in group 2 — in 24 %. These groups were statistically homogeneous in terms of gestational age (p = 0.492) and body weight at birth, with no significant difference from the control group. Older age is characterized mainly by delays in the stages of motor development (16 % in group 1 and 15 % in group 2) and speech disorders (7 % in group 1 and 3 % in group 2). Acute disorders of cerebral circulation (6 % in group 2) and the presence of epileptic seizures (up to 3 %) were characteristic of children under 1 year. Apgar score was lower in patients with critical cyanotic CHD with neurodevelopmental delay and a longer duration of artificial circulation during surgical treatment. Conclusions. 1. Neurological disorders were diagnosed in 53 % of patients with cyanotic heart defects: in 29 % with critical heart defects and 24 % with non-critical heart defects. 2. Older children are characterized mainly by delays in the stages of motor development and speech disorders. Behavioral disorders are more typical for children with non-critical CHD. Acute disorders of cerebral circulation and the presence of epileptic seizures were characteristic of children under 1 year of age. 3. The influence of body weight and gestational age on neurodevelopmental disorders is excluded. The severe state of children with neurodevelopmental delay at birth and an increase in the duration of artificial circulation during surgical treatment were found. 4. Interdisciplinary examination of patients with cyanotic heart defects, including examination by a pediatric neurologist, as well as a follow-up is necessary for timely referral to the next stages of rehabilitation.

“To Be so Like a Bird in a Cage”: touch, comfort and connecting with the eighteenth-century madhouse

ABSTRACT For the modern researcher, the eighteenth-century private madhouse proves an intriguing space. Sometimes conceived as sites of innovative care, they suffered an appalling reputation across contemporary cultural sources. This article expands this misleading conception by focusing on the sensory landscape of one madhouse through letters written by Urania Fellowes about her privately incarcerated sister, Dorothea. Considering methodological challenges faced when excavating sensory and material histories, the article views letters as compelling channels of shared sensorial experience. Arguing that Urania utilized associative positive feelings linked to touch to connect with and care for her sister, it presents sensorial empathy as a key coping mechanism through which relatives might emotionally, temporally and spatially connect with the incarcerated.

Cytokine imbalance as a factor of postoperative complications of third mandibular molar extraction

Background. Tooth extraction is considered the most frequently performed operation in surgical dentistry, which can often cause inflammatory complications. Modern research has come a long way in terms of developing methods for the prevention, diagnosis and treatment of these complications, but the search for their early laboratory markers remains an urgent task to this day.The aim of the study. To determine prognostic laboratory criteria for the development of local inflammatory complications of third mandibular molar extraction.Methods. The study included 35 people who underwent extraction of a third mandibular (semi-impacted) molar. Before the surgery, immediately after the surgery, 1, 2, 3 and 4 days after the surgery, we assessed the objective status of the patients and collected oral fluid from the oral cavity, in which we determined the concentrations of cytokines using enzyme-linked immunosorbent assay. After the surgery, patients were divided into a control group and a group with complications with determination of their cytokine status.Results. Immediately after the surgery, patients from the group with complications, compared with patients from the control group, had significantly higher levels of proinflammatory cytokines – interleukin (IL) 1, IL-8 and comparable levels of tumor necrosis factor α and anti-inflammatory cytokines IL-4 and IL-10. Integral cytokine indices in both groups showed a sharp shift towards pro-inflammatory direction in patients with complications. This fact determines the protracted or progressive nature of the inflammatory process after the surgery.Conclusion. Determining the level of individual cytokines and cytokine indices in the oral fluid after the extraction of a third mandibular molar allows us to identify early markers for the chronicity of the inflammatory process, to predict its further course and to take appropriate measures to prevent the development of expected complications.

Doživljanje kot proces literarne interpretacije

Careful dedication to experientiality, as part of the process of literary interpretation, can contribute to better empathy, the basic condition of a more humane society, and at the same time offer a greater degree of pleasure or satisfaction in developing one’s literary ability. Empathy, the ability to understand the emotions, thoughts and actions of another person, enables access to the inner experience of the other person, and at the same time also to knowledge of oneself. Modern research in literary studies pays the most attention to narrative empathy, where the most important researcher, Suzanne Keen, points out as many as three empathies, i.e. textual, reader’s and author’s. Felski and Vernay defend experientiality in this context with various arguments from theorists: the first advocates an emotional approach as a way to increase interest in literature, the second defends it as a fight against dry interpretation and in doing so suggests abandoning impersonal statements, phrases and the majestic plural and imitating the so-called impressionist criticism. At the end of the discussion, I will summarize my suggestions: devote more time to reading and talking about first reading impressions, prepare for the reading aloud, create a special mood for listening to the poem and the dialogic nature of the experience, and in the follow-up questions take into account identification with the poetic self and immersion in the lyrical situation. Keywords: experience, empathy, dry literary interpretation, identification with the poetic self, empathizing with the lyrical situation

Overview of the Mechanism of Action of Gentiana Scabra in the Treatment of Rheumatoid Arthritis

Objective: To provide a comprehensive review of the research on the analgesic, anti-inflammatory, anti-swelling and analgesic effects of Radix Gentiana Macrophylla. Methods: Gentiana macrocephala has an analgesic effect in modern research, commonly used in various rheumatism and paralysis, numbness, contracture and soreness of the muscles and bones and other diseases of the pain treatment, can be extracted from the sterol glycoside salts and other medicinal components, its anti-inflammatory and analgesic and treatment of acute arthritis episodes of the clinical effect of the performance of the particularly unique and significant. The results can make the joint swelling, pain and other symptoms can be reduced, and the risk of reoccurrence can also be reduced after the introduction of the drug. Conclusion: In the treatment of rheumatoid arthritis, Gentiana Macrophyllae alone and in combination can improve joint symptoms such as stiffness, swelling, pain, distension and deformity as well as other systemic symptoms of rheumatoid arthritis.

ТЕХНОЛОГИЯ АНАЛИЗА, ОЦЕНКИ И ПРОГНОЗИРОВАНИЯ КАЧЕСТВА ЖИЗНИ В КОНЦЕПЦИИ ЭКОНОМИКИ КАЧЕСТВА В УСЛОВИЯХ ЦИФРОВИЗАЦИИ СОЦИАЛЬНО-ЭКОНОМИЧЕСКОГО РАЗВИТИЯ

The quality of life contains and reflects all levels of quality, is considered as a comprehensive, integral indicator of social well-being and is the most important result of socio-economic development. In the course of achieving the goal set in the work to study the conceptual foundations of the formation of the terminological and methodological apparatus of the concept of “quality of life”, it was revealed that a fairly wide range of methods are in demand, which have found application in both the quality sciences and the life sciences. The quality economics methodology has played a special role in the devel- opment of modern research on the quality of life and the strengthening of its applied importance. The results obtained in a compact form reflect the development of scientific research on the quality of life in connection with related concepts and indicate a rapid expansion of the range of areas of research on the quality of life. The article notes the influence of digitaliza- tion and information technology on the chosen subject of research. A new view is proposed on the application of the method- ology of quality economics in conditions of dominance of branches of the knowledge economy. The prospects of modeling the quality of life based on the joint application of the quality economics methodology and an extensive group of mathemat- ical modeling methods are considered.

Activities of Interrogation Authorities in the Armed Forces of the USSR in the 1930s

The current international situation pushes the study of the Soviet experience of maintaining discipline in the armed forces. Unfortunately, the study of these problems is not a popular area of modern research. The article allowed to identify the main features of the legal regulation of the activities of the bodies of inquiry in the 1930s. It was established that it was characterized by departmental nature and led to the substitution of the norms of the existing legislation. The activity of the bodies of inquiry in the 1930s was characterized by a consistently low level. Often more than half of the inquiries were terminated. Some improvement of formal indicators was noted at the turn of 1930s–1940s.

Exploring uncertainty in glass phase transitions through machine learning

Machine learning methods have shown significant potential and are widely used in modern physics research. However, the uncertainty linked to machine learning, arising from the opacity of its workflow, demands attention and consideration. This study investigates the application of machine learning models in analyzing the glass transition of Cu50Zr50 metallic glass. By employing supervised learning techniques with ResNet50, MobileNetV3, and GoogleNet image extraction models, the study reveals that while machine learning can capture variations in the disordered atomic structure during the transition process, different models may yield divergent results in determining the glass transition temperature. Moreover, variations in atomic sizes within the images can lead to fluctuations in the predicted transition temperatures. These findings highlight the inherent uncertainties associated with using machine learning to analyze continuous phase transitions and stress the importance of ensuring that the extracted structural features align with the physical characteristics of the transition process.