bluuebunny/crossref_metadata_2025_split huggingface dataset:
Klasifikasi Kualitas Air Layak Minum menggunakan Algoritma Random Forest Classifier dan GridsearchCV
Authors: Sri Ari Ningsih Gusti Agung Diah , Pramartha Cokorda 
Published: February 2025

Drinkable water is water that is healthy for humans to drink and does not pose significant health risks. To determine whether water has a quality that meets health standards can be determined through the substances or minerals contained in it. Conventional methods require quite a long time to evaluate and classify water quality as suitable for consumption or not. One approach that can be used to overcome this problem is to utilize machine learning. This research uses a random forest to carry out classification. Using random forest by default cannot produce optimal performance because the parameters used are not necessarily the best. Therefore, this research also uses GridsearchCV to find optimal hyperparameter values in the Random Forest Classifier. After hyperparameter tuning, an optimal model was obtained with each parameter n_estimators 100, max_depth 9, max_features 4, and min_samples_split 2. The performance of Random Forest after hyperparameter tuning increased accuracy, which was initially 76% increase to 84%, precision which was initially 76.19% increase to 81.70%, recall which was initially 74.89% increase to 85.53%, and f1-score which was initially 75.53%, increase to 83.57%.
Keywords: Classification, Drinking Water Quality, Random Forest, Optimal Hyperparameters, Hyperparameter Tuning, GridSearchCV
REPRESENTASI CITRA POLITIK CALON GUBERNUR JAWA BARAT TAHUN 2024 DI TIKTOK
Authors: Fikri Miftakhul , Dimas Akhsin Azhar  , Slamet Parsono  
Published: February 2025

Jawa Barat merupakan salah satu wilayah terpadat di Indonesia dan memiliki pengaruh politik yang besar, menjadikan kampanye gubernur sebagai dorongan strategis bagi partai politik dan calon pemimpin. Penelitian ini bertujuan untuk menganalisis bagaimana calon Gubernur Jawa Barat pada tahun 2024 mengkonstruksi citra politiknya melalui platform TikTok, khususnya mengadaptasi simbol, bahasa, dan narasi terhadap aspirasi masyarakat . Pendekatan semiotika Charles Sanders Peirce digunakan untuk mengungkap makna di balik tanda-tanda yang ditampilkan, seperti representament, object, interpretant dan hubungannya dengan nilai-nilai budaya Jawa Barat. Temuan menunjukkan bahwa strategi komunikasi politik calon gubernur dirancang secara cermat untuk menghubungkan citra mereka dengan tradisi, budaya, dan identitas lokal masyarakat Jawa Barat. Melalui analisis simbol semiotika, penggunaan unsur budaya seperti seni tradisional, bahasa Sunda, dan simbol agama ditemukan menjadi alat penting dalam membangun hubungan emosional dengan penonton. Sebagai media interaktif, platform TikTok memungkinkan menyebarkan pesan dengan cepat dan efektif kepada pemilih muda sekaligus menciptakan ruang dialog politik yang lebih inklusif. Kesimpulan dari penelitian ini adalah bahwa citra politik yang ditampilkan di media sosial tidak hanya mencerminkan strategi komunikasi, tetapi juga menunjukkan bahwa politik identitas dan budaya lokal merupakan elemen penting dalam konflik politik kontemporer. Kajian ini memberikan kontribusi penting untuk memahami peran media digital dalam membentuk narasi politik di Indonesia, khususnya dalam konteks lokal yang kaya akan makna budaya.
Analysis of the conditions for the implementation of the ecosystem approach in the economy in Russia
Authors: Rozin Vadim Markovich 
Published: February 2025

The author discusses the ecosystem approach in economics. The interest in it from economists and social scientists is indicated. The features of this approach are characterized: the need to combine systems that can organically interact with each other, the emergent effect arising from such a combination, consideration of ecosystems not only in the logic of systemic but also environmental approaches, the processes of self-organization and "rational symbiosis" inherent in ecosystems, the need to establish new relationships with comprehensive management systems. The question is raised about the possibility of implementing an ecosystem approach in the context of Russian sociality and economy. To answer it, the author, firstly, examines the main features of the European economy: taxation of citizens of the state, economic institutions of production, economic law and market, computing technologies and economic models. In addition, he draws attention to the two-layered economy, which includes market and non-market relations. Secondly, the author discusses the hybrid nature of the Russian economy. According to the author, the requirements for ecosystems are in conflict with the existing organization of the Russian economy. The peculiarity of the first is the construction of organic connections: territorial, industrial, managerial, organizational, ensuring the necessary conditions, the realization of humanistic and environmental ideals, etc. And the established connections and relationships were established on other grounds: benefits, corporate interests, power relations, traditions. Theoretically, ecosystems can be summed up under the concept of open self-developing systems, for which the external environment is set by the state. Economics also contributes to the creation of an ecosystem economy, within the framework of which economic models of ecosystems should be built, allowing access to new computing technologies, without which a new economy will also never take place.
Outcomes of Sepsis–Associated Acute Kidney Injury
Authors: Yadla Manjusha , Babu Nayana Meliath 
Published: February 2025

Background
Acute kidney injury (AKI) is common in tropical countries. Most common cause of AKI in India is sepsis. AKI is known to progress to acute kidney disease (AKD). Long-term follow-up of sepsis associated AKI is pivotal for identifying factors influencing progression.

Materials and Methods
We conducted a case record review of patients admitted between January 2022 and January 2023 to assess the outcomes of sepsis-AKI and the factors associated with the transition to chronic kidney disease (CKD).

Results
Of a total of 2600 renal intensive care admissions, 451 were diagnosed with sepsis-AKI. About 8.8% (40 cases) completely recovered within the first week (AKI recovered), and the remaining 91.1% cases (AKD) were followed up for 1 week to 1 year. The mortality rate between this period was about 45.7% (188 patients). On the assessment of survivors (223 patients), complete renal recovery was noted in 160 patients, and 28.3% (63 patients) transitioned to CKD. Elderly age, high SOFA score, and multiorgan failure were associated with higher progression to CKD (P < 0.05).

Conclusion
AKI patients need a follow-up period of at least 1 year, as delayed recovery is common. Sepsis-associated AKI progresses to CKD in about 28% of patients with risk factors being old age, presence of comorbidities, severe sepsis with multiorgan involvement, and high SOFA score.
Концептуальный взгляд на формирование новых паттернов гражданственности молодого поколения россиян
Authors: Митяева Ю.В. , Видова Т.А. , Головастова Ю.А. 
Published: February 2025

В статье рассматриваются пути формирования новых паттернов гражданственности молодого поколения россиян через призму сущностных черт политической культуры современной России. Целью статьи является исследование роли, которую играют в современном политическом пространстве институты молодежного представительства в процессе создания и утверждения новых паттернов гражданственности молодого поколения россиян. Авторами обозначены причинно-следственные связи между деятельностью гражданских институтов и созданием и закреплением маркеров политической культуры в молодежной среде. Разработан комплекс действий по повышению эффективности взаимодействия акторов молодежной политики, а также выдвинут ряд предложений по актуализации некоторых механизмов молодежного представительства в политической области.
The article examines the ways of forming new patterns of citizenship of the younger generation of Russians through the prism of the essential features of the political culture of modern Russia. The purpose of the presented scientific article is to study the role that youth representation institutions play in the modern political space in the process of creating and approving new patterns of citizenship of the younger generation of Russians. The authors identified causal relationships between the activities of civil institutions and the creation and consolidation of markers of political culture among young people. A set of actions has been developed to improve the effectiveness of interaction between youth policy actors, and a number of proposals have been put forward to update some mechanisms of youth representation in the political field.
Понятие леса в системе российского права
Authors: Воронин Б.А. , Воронина Я.В. , Хомякова М.А. 
Published: February 2025

ктуальность настоящего исследования обусловлена необходимостью наиболее полного правового регулирования отношений, предметом которых являются природные ресурсы, составляющие основу экономики Российской Федерации. Лес представляет собой важную часть природных ресурсов и является предметом значительного количества правоотношений. Авторы рассматривают положения нормативных правовых актов федерального и регионального значения, а также судебных актов Конституционного Суда РФ, регулирующих отношения в сфере лесопользования. Анализ данных документов показал двойственность понятия «лес» (лес как экосистема и лес как природный ресурс) и отсутствие определения понятия рассматриваемой категории в российском праве. Опираясь на собственное мнение, а также принимая по внимание мнения российских ученых-юристов, авторы пришли к выводу о необходимости введения в Лесной кодекс Российской Федерации определения понятия «лес».
The relevance of this study is determined by the authors of the work by the need for the most complete legal regulation of relations, the subject of which are natural resources that form the basis of the economy of the Russian Federation. The forest is an important part of natural resources and is the subject of a significant number of legal relations. The text of this article contains normative acts of federal and regional significance, as well as judicial acts of the Constitutional Court regulating relations in the field of forest management. The analysis of these documents showed the duality of the forest (as an ecosystem and as a natural resource), however, it also showed the absence of a definition of the concept of forest in Russian law. Based on their own opinion, as well as taking into account the opinions of Russian legal scholars, the authors came to the conclusion that it is necessary to introduce a definition of the concept of forest into the Forest Code of the Russian Federation.
Взгляд на уголовно-процессуальные отношения с позиций конфликтологического и антропологического подхода
Authors: Машинникова Н.О. 
Published: February 2025

В статье уголовный процесс рассматривается с позиций конфликтологического и антропологического подхода. Уголовное судопроизводство определяется как способ организации социальной жизни определенного круга лиц, вовлеченных в него с целью разрешения уголовно-правовых конфликтов. Обосновывается необходимость использования термина «уголовно-правовой конфликт» и определяется его соотношение с понятием «преступление». Уголовно-правовой конфликт рассматривается как основание для начала уголовно-процессуальных отношений, а его разрешение — как результат последних. Делается вывод о том, что проблема соблюдения баланса интересов при разрешении уголовно-правовых конфликтов обусловлена сложностью структуры уголовно-процессуальных отношений, поскольку последние включают в себя уголовно-правовые (материальные) и уголовно-процессуальные правоотношения, имеющие самостоятельную структуру и субъектный состав. Определяются критерии при выборе компромиссного (консенсуального) решения по уголовному делу и факторы, влияющие на выбор такого решения. Автор полагает, что комплексное использование антропологического и конфиктологического подхода к анализу уголовно-правовых конфликтов и уголовно-процессуальных средств их разрешения способствует разработке и формированию эффективных и рациональных уголовно-процессуальных норм в контексте формирующихся социальных потребностей. Автор приводит факторы, которые необходимо учитывать при выборе компромиссного решения при урегулировании уголовно-правового конфликта.
The article examines criminal proceedings from the standpoint of conflictological and anthropological approaches. Criminal proceedings are defined as a way of organizing the social life of a certain circle of persons involved in it in order to resolve criminal-legal conflicts. The necessity of using the term "criminal-legal conflict" is substantiated and its relationship with the concept of "crime" is determined. A criminal-legal conflict is considered as the basis for the initiation of criminal-procedural relations, and its resolution is the result of the latter. It is concluded that the problem of maintaining a balance of interests in resolving criminal-legal conflicts is due to the complexity of the structure of criminal-procedural relations, since the latter include criminal-legal (material) and criminal-procedural legal relations that have an independent structure and subject composition. The criteria for choosing a compromise (consensual) solution in a criminal case and the factors influencing the choice of such a solution are determined. The author believes that the integrated use of anthropological and conflictological approaches to the analysis of criminal-legal conflicts and criminal-procedural means of their resolution contributes to the development and formation of effective and rational criminal-procedural norms in the context of emerging social needs. The author cites factors that must be taken into account when choosing a compromise solution when resolving a criminal-legal conflict.
Цели и задачи публично-правового регулирования в сфере миграции
Authors: Сазонова О.А. 
Published: February 2025

В статье рассматриваются цели и задачи миграции, которые являются основными параметрами в становлении современного общества и государства. Подчеркивается, что регулирование миграционных процессов и толкование национальных и глобальных проблем миграции обусловило принципиальные цели и задачи миграционной политики на современном этапе ее развития. Сформулирован вывод о том, что публично-правовое регулирование в сфере миграции должно осуществляться в соответствии с документами стратегического планирования, затрагивающими вопросы реализации миграционной политики государства.
The article discusses the goals and objectives of migration, which are the main parameters in the formation of modern society and the state. Emphasis, that the regulation of migration processes and the interpretation of national and global migration problems have determined the fundamental goals and objectives of migration policy at the present stage of its development. The conclusion is that public legal regulation in the field of migration should be carried out in accordance with strategic planning documents, the implementation of the migration policy of the State.
Пространственное развитие страны и вопросы обеспечения национальной безопасности
Authors: Мохов А.А. 
Published: February 2025

В статье предпринимается попытка осмысления документов стратегического планирования, в том числе Стратегии пространственного развития с позиций обеспечения национальной безопасности (в целом и по отдельным ее видам). Основным вектором развития государства на ближайшие десятилетия должна стать национальная безопасность, эффективное обеспечение которой предполагает адекватное имеющимся угрозам и рискам пространственное развитие страны. Национальное законодательство должно строится на основе современных Стратегий: национальной безопасности, пространственного развития.
The article attempts to comprehend strategic planning documents, including spatial Development Strategies from the standpoint of ensuring national security (in general and by its individual types). The main vector of the state's development for the coming decades should be national security, the effective provision of which presupposes the spatial development of the country adequate to the existing threats and risks. National legislation should be based on modern Strategies: national security, spatial development.
AI washing: una nueva modalidad de engaño al consumidor
Authors: Cárdenas Tello Malena , Avalos Espinoza Natalia 
Published: February 2025

El artículo desarrolla el concepto de AI washing, estrategia mayormente utilizada en el rubro del marketing para aparentar, frente a los consumidores, que los productos ofrecidos tienen mejores beneficios que los de la competencia debido al uso de la inteligencia artificial. Tras dar a conocer cómo se desarrolla esta práctica, se analiza por qué esta estrategia puede llegar a convertirse en una práctica engañosa y generar una ventaja competitiva frente a otros proveedores que concurren en el mercado. Bajo esta premisa, se revisan los impactos negativos que esta práctica genera en el consumidor, así como se abordan las regulaciones emergentes en el mundo para frenar esta práctica desleal. Por último, se aborda la cuestión acerca de la necesidad de regular el AI washing en el Perú.
The Image of a Good Child in the Main Character of the Nona Series Picture Story Book by Dian Novitasari
Authors: Suprihatiningsih Rizka , Formen Ali , Setiawan Deni 
Published: February 2025

Abstract
Storybooks have an important role in building children's character. Through story books, children observe how the characters in them are, especially the main character. Previous studies focused a lot on character. This research aims to describe good children in the main character of the Nona Series picture book by Dian Novitasari which consists of 6 books. These books are Halo, Aku Nona, Ayo Bantu Ibu dan Ayah, Saatnya Bermain, Tersesat di Pasar, Hiih, Nona Takut! and Serunya Naik Angkutan Umum. The research employs a descriptive qualitative method. Data collection techniques utilize document analysis. The results of the study indicate that there are 16 good child images in the book. These images include being cheerful, independent, brave, helpful, tidy, exploratory, respectful of others, honoring parents, obedient, and socialize, likes animals, likes traditional games, brave, admits mistakes and apologizes and has initiative. This research can be used as a reference for educators and writers to create inspirational texts and images for young children.
Keywords: Image; Good Children; Picture Story Book
Abstrak
Buku cerita mempunyai peran penting dalam membangun karakter anak. Melalui buku cerita, anak mengamati bagaimana tokoh-tokoh yang ada di dalamnya, terutama tokoh utama. Penelitian-penelitian terdahulu banyak berfokus pada karakter. Penelitian ini bertujuan untuk mendeskripsikan anak baik pada tokoh utama buku cerita bergambar Seri Nona karya Dian Novitasari yang terdiri dari 6 buku. Buku-buku tersebut antara lain berjudul Halo, Aku Nona, Ayo Bantu Ibu dan Ayah, Saatnya Bermain, Tersesat di Pasar, Hiih, Nona Takut! dan Serunya Naik Angkutan Umum. Penelitian ini menggunakan metode deskriptif kualitatif. Teknik pengumpulan data menggunakan analisis dokumen. Hasil penelitian menunjukkan terdapat 16 citra anak baik dalam buku tersebut. Citra ini mencakup bersikap ceria, mandiri, berani, suka menolong, rapi, eksploratif, menghargai orang lain, menghormati orang tua, patuh, bersosialisasi menyukai binatang, menyukai permainan tradisioanal, pemberani, mengakui kesalahan dan meminta maaf serta memiliki inisiatif. Penelitian ini dapat dijadikan referensi bagi pendidik dan penulis untuk menciptakan teks dan gambar yang inspiratif bagi anak usia dini.
Kata kunci: Citra; Anak yang Baik; Buku Cerita Bergambar
Effectiveness of Complementary Therapy Decoction of Celery Leaves and Bay Leaves on Reducing Hypertension in Paku Alam Village
Authors: Devina Trisna , Muhammad Riduansyah  , Rifa’atul Mahmudah  
Published: February 2025

Terapi komplementer adalah salah satu alternatif pengobatan non-farmakologi yang dapat menurunkan tekanan darah pada penderita hipertensi, kandungan senyawa apiin dalam daun seledri dan daun salam diakui mampu menurunkan tekanan darah tinggi. Untuk mengetahui efektivitas terapi komplementer rebusan daun seledri dan daun salam terhadap penurunan hipertensi. Penelitian menggunakan pendekatan kuantitatif dengan desain Quasi Experiment One Group With Pretest-Posttest Design. Instrumen dalam penelitian ini berupa lembar observasi dan spygmomanometer aneroid. Sampel adalah pasien hipertensi di Desa Paku Alam berjumlah 14 orang dengan teknik pengambilan sampel adalah purposive sampling. Analisis data menggunakan uji wilcoxon dan pengumpulan data menggunakan lembar observasi. Dari hasil uji statistik wilcoxon pretest-posttest dapat disimpulkan bahwa hasil prepost sistole dan diastole daun seledri didapatkan hasil signifikan <0,001 dan hasil prepost sistole dan diastole daun salam dida[atkan hasil signifikan <0,000. Dalam rumus menggunakan uji wilcoxon disebutkan apabila nilai signifikan <0,05 maka Ha diterima yang artinya terdapat perbedaan bermakna sebelum dan sesudah dilakukan pemberian terapi rebusan daun seledri dan daun salam pada penurunan hipertensi. Efektivitas dari terapi komplementer rebusan daun seledri dan daun salam berpengaruh terhadap penurunan hipertensi pada masyarakat di Desa Paku Alam. Dari hasil penelitian didapatkan bahwa terjadi penurunan tekanan darah pada responden setelah diberikan rebusan daun seledri dan daun salam, terlihat dari hasil uji Wilcoxon daun salam lebih efektif untuk dikonsumsi dalam menurunkan hipertensi karena terdapat perbedaan bermakna sesudah diberikan rebusan daun salam