reapxdev/zenodo-scraper huggingface dataset:
ECOLOGICAL THINKING AND THE ARTISTIC INTERPRETATION OF NATURE IN MENGZIYO SAFAROV'S NOVELLA AYRISHOX
Authors: Feruza Hafizova
Type: Dataset
Published: 2026-08-03

<p class="MsoNormal"><strong>Abstract: </strong>This article examines the ideological and artistic features of Mengziyo Safarov's novella Ayrishox. It analyzes the harmony between humans and nature, the natural patterns of deer life, and the ideas of freedom, compassion, and devotion to nature embodied in the image of Ayrishox. The study also explores the author's artistic mastery in depicting natural landscapes, his techniques for conveying the emotional world of wildlife, and the literary devices employed to promote ecological thinking. The findings demonstrate the novella's significant place in Uzbek nature-oriented prose, highlighting its artistic value and its contribution to the expression of ecological and aesthetic concepts.</p>
РОЛЬ ФАКТОРА НЕКРОЗА ОПУХОЛИ (ФНО-а) В ВОСПАЛИТЕЛЬНОМ ПРОЦЕССЕ И ДИНАМИЧЕСКИЙ АНАЛИЗ МЕЖДУ ГРУППАМИ
Authors: Khaidarova G.S, Khakimov I.S
Type: Dataset
Published: 2026-08-03

<p class="MsoNormal"><strong> <span>Введения</span></strong>. Фактор некроза опухоли альфа (ФНО-А‑<span>α</span>) является ключевым медиатором ранней воспалительной реакции, запускающим каскады через рецепторы ФНО-АR1/2, активацию NF<span>‑</span><span>κB</span> <span>и синтез провоспалительных цитокинов и хемокинов. В условиях травмы слизистой полости носа после септопластики ФНО-А‑</span><span>α</span> <span>обеспечивает быстрое повышение сосудистой проницаемости, усиление экссудации, рекрутирование нейтрофилов и макрофагов, а также модулирует апоптоз и ремоделирование тканей. Уровень ФНО-А‑</span><span>α</span> <span>отражает интенсивность местного повреждения и микробного воздействия, а его динамика служит чувствительным маркером скорости разрешения воспаления. Модификация послеоперационного ведения, включая оптимизацию дренажа и аэрации носовых ходов, потенциально способна ускорять спад ФНО-А‑зависимой реакции. В настоящем наблюдении сравнена традиционная носовая шина с модифицированной конструкцией, содержащей центральный съёмный воздуховод, призванный улучшить санацию и восстановление мукоцилиарного клиренса.</span></p>
ASSESSMENT OF HEAT RESISTANCE OF DURUM WHEAT VARIETIES AND LINES FROM THE CONTROL FIELD UNDER LABORATORY CONDITIONS
Authors: Rahmanov Ashraf Komilovich
Type: Dataset
Published: 2026-08-03

<p class="MsoNormal"><strong>Abstract. </strong>25 varieties and lines of rainfed durum wheat from the Control variety-testing field were evaluated for drought resistance under laboratory conditions. In a 15% sucrose solution, seed germination decreased by an average of 13%, while root length decreased by up to 35%. The lines KR21-DW-38, KR20-DW-17, and KR22-F6-DW-23 showed the highest drought resistance, while KR20-IDYT-15 and KR18-IDYT-25 showed the lowest resistance. The results indicate that these varieties and lines can be used in future breeding programs.</p>
ПРОБЛЕМА КОММУНИКАТИВНЫХ СБОЕВ В ЭПОХУ ЦИФРОВЫХ ТЕХНОЛОГИЙ (НА МАТЕРИАЛЕ ЖЕНСКОЙ ПРОЗЫ XXI ВЕКА)
Authors: Сиддикжонова Дурдона Сохибжон кизи
Type: Dataset
Published: 2026-08-03
Keywords: коммуникативный сбой, цифровая коммуникация, интернет-дискурс, прагматическая неудача, виртуальное пространство, невербальный дефицит, поэтика прозы, художественная рефлексия.

<p class="MsoNormal"><span>Настоящая статья посвящена исследованию феномена коммуникативных сбоев в условиях тотальной цифровизации речевой среды, нашедшего глубокое отражение в русской женской прозе XXI века. Актуальность работы обусловлена системной трансформацией межличностного взаимодействия под влиянием электронных каналов связи, что приводит к деформации и возникновению прагматических диссонансов. На материале произведений современных писательниц выявляются и классифицируются ключевые типы речевых неудач, детерминированные асинхронностью виртуального диалога и спецификой сетевого дискурса. В ходе исследования доказано, что художественная фиксация цифровых сбоев выступает репрезентантом экзистенциального отчуждения современной личности. Филологический анализ позволяет систематизировать языковые и психолингвистические механизмы моделирования коммуникативных помех, что значительно расширяет концептуальные представления медиалингвистики и поэтики новейшей русской словесности.   </span></p>
ЧЕЛЮСТНО-ЛИЦЕВОЙ ТРАВМАТИЗМ КАК ФОРМИРУЮЩАЯСЯ МЕДИКО-СОЦИАЛЬНАЯ ПРОБЛЕМА В УСЛОВИЯХ РАСПРОСТРАНЕНИЯ ЭЛЕКТРОСАМОКАТОВ В УЗБЕКИСТАНЕ.
Authors: Хатамов Шухрат Баходирович, Ибрагимова Севда Джахонгировна, Сайфидинова Сабина Сухробжоновна, Кубаев Азиз Сайдалимович
Type: Dataset
Published: 2026-08-03

<p class="p"><strong><span class="15"><span>Аннотация</span></span></strong>. Работа посвящена изучению челюстно-лицевого травматизма, возникающего в результате использования электросамокатов, транспортного средства, которое за последние годы получило широкое распространение в городах Узбекистана. На основе анализа зарубежной клинической литературы и собственных наблюдений, выполненных в клинике Самаркандского государственного медицинского университета, охарактеризован спектр повреждений лицевого скелета, зубочелюстной системы и мягких тканей лица, возникающих при падениях и столкновениях с участием электросамокатов. Определены медико-социальные факторы, повышающие вероятность травмы, и описаны наиболее часто встречающиеся виды повреждений, среди которых переломы нижней челюсти, скулоорбитального комплекса и денто-альвеолярные травмы. Приведены три собственных клинических наблюдения. Рассмотрены подходы к профилактике данных травм и обоснована необходимость совершенствования нормативно-правовой базы в этой сфере. Полученные данные говорят о целесообразности разработки клинических протоколов оказания помощи пострадавшим этой категории и формирования межведомственной системы учёта подобных травм.</p>
THE ROLE OF THE PRESCHOOL TEACHER IN PROMOTING CHILDREN'S HEALTH IN PRESCHOOL EDUCATIONAL INSTITUTIONS
Authors: Marjona Toʻxtamishova
Type: Dataset
Published: 2026-08-03

<p class="MsoNormal"> <strong>Abstract</strong>. This article examines the role of preschool teachers in strengthening children's health, pedagogical approaches to promoting a healthy lifestyle, and the importance of modern educational technologies in preschool education. The content of teachers' professional activities in ensuring children's physical, mental, and social well-being is analyzed from a scientific and pedagogical perspective. The article also highlights the importance of cooperation among preschool educational institutions, families, and healthcare professionals in promoting and maintaining children's health. In addition, practical recommendations for fostering healthy lifestyle habits in preschool children are presented.</p>
Dengue mortality by DENV serotype in Mexico, 2021–2025: minimal reproducible dataset
Authors: Efrén, Murillo-Zamora
Type: Dataset
Published: 2026-08-03

<p class="font-claude-response-body break-words whitespace-normal">This dataset provides the minimal, de-identified, complete-case cohort required to reproduce the tables, figures, and statistical models reported in "Serotype-specific dengue mortality in Mexico: a comparison of regression-based and machine learning approaches".</p>
<p class="font-claude-response-body break-words whitespace-normal">Data derive from Mexico's national dengue surveillance system (Secretaría de Salud, General Directorate of Epidemiology), restricted to PCR-confirmed cases with an identified DENV serotype (DENV-1 to DENV-4), symptom onset between January 2021 and December 2025. The dataset includes age, sex, DENV serotype, season of symptom onset, dengue-related mortality, and eight clinical/demographic comorbidities (self-identified Indigenous status, hemorrhagic manifestations, diabetes, hypertension, peptic ulcer disease, chronic kidney disease, immunosuppression, and liver cirrhosis). All records are anonymized; no direct identifiers are included.</p>
<p class="font-claude-response-body break-words whitespace-normal">Used together with the accompanying analysis pipeline (R, archived separately on GitHub), this dataset supports full reproduction of the manuscript's primary multivariable logistic regression, core-predictor comparison panel (standard logistic regression, GAM, LASSO, random forest), and all associated performance and stability analyses.</p>
Modeling taste–sound correspondences across cultures using generative AI
Authors: Spanio, Matteo, Migliavada, Riccardo, Torri, Luisa, Mesz, Bruno, Ohno, Masaki, Wada, Yuji, Roda', Antonio
Type: Dataset
Published: 2026-06-25

<p>Archive accompanying the article</p>
<blockquote>
<p>Spanio M., Zampini M., Torri L., Migliavada R., Mesz B., Ohno M., Wada Y., Rodà A. <em>Modeling taste–sound correspondences across cultures using generative AI.</em> PLOS ONE, 2026.</p>
</blockquote>
<p>This deposit contains everything needed to reproduce the study end to end: the survey responses, the analysis code, every derived table and figure, the full analysis report, and the Supporting Information submitted with the manuscript. It is self-contained — no part of the analysis depends on a file that is not in this archive, except the audio stimuli, which are noted separately below.</p>
<h2>What the study did</h2>
<p>361 participants in three countries — Japan (n = 140), Argentina (n = 104) and Italy (n = 117) — evaluated short musical excerpts generated by a text-to-music model<br>(MusicGen) from four taste prompts: sweet, sour, bitter, salty.</p>
<p>Each participant completed two listening tasks online, in their native language, via PsyToolkit:</p>
<ol>
<li>Task 1 — model preference. Five trials, each pairing a clip from the original public MusicGen model with a clip from the fine-tuned model for the same taste prompt.<br>Responses are on a 0–10 slider with 5 as the neutral point; scores are stored already oriented so that above 5 means the fine-tuned clip was preferred.</li>
<li>Task 2 — perception ratings. Three fine-tuned excerpts, each rated on twelve 1–5 scales: four taste descriptors (sweet, sour, bitter, salty), six emotion<br>descriptors (happy, sad, anger, disgust, fear, surprise) and two thermal descriptors (hot, cold). 3 excerpts × 12 descriptors = 36 ratings per participant</li>
</ol>
<p>Throughout the archive, prompt always means the taste given to the generative model and descriptor always means one of the twelve items participants rated. The two are kept lexically distinct even where they coincide.</p>
<p>The stimulus set is 100 fine-tuned clips, 25 per prompt.</p>
<p>Participation was voluntary and restricted to adults. The protocol was approved by the Ethics Committee of the University of Gastronomic Sciences of Pollenzo (Minutes<br>19122025). No personally identifying information was collected; every file here is anonymous, with participants identified only by a synthetic per-cohort index.</p>
<p> </p>
Table 9 in Integrative taxonomy reveals four new species in the superdiverse genus Macrobiotus (Tardigrada: Eutardigrada: Macrobiotidae)
Authors: Stec, Daniel
Type: Dataset
Published: 2026-05-18
Keywords: Biodiversity, Taxonomy

<p class="zenodo-description-adequate-caption"><b>Table 9.</b> Measurements [in μm] of selected morphological structures of the eggs of <i>Macrobiotus hoianicus</i> sp. nov.; eggs mounted in Hoyer’s medium; process base/height ratio is expressed as percentage; N: number of eggs/structures measured; range: refers to the smallest and the largest structure among all measured specimens; SD: standard deviation.</p><table><tbody><tr><th><b>Character</b></th><th><b>N</b></th><th><b>Range</b></th><th><b>Mean</b></th><th><b>SD</b></th></tr></tbody><tbody><tr><th>Egg bare diameter</th><td>30</td><td>57.0–72.3</td><td>65.0</td><td>4.1</td></tr><tr><th>Egg full diameter</th><td>30</td><td>64.7–84.2</td><td>74.5</td><td>4.6</td></tr><tr><th>Process height</th><td>90</td><td>3.1–5.8</td><td>4.4</td><td>0.6</td></tr><tr><th>Process base width</th><td>90</td><td>2.9–5.2</td><td>3.8</td><td>0.5</td></tr><tr><th>Process base/height ratio</th><td>90</td><td>63%–111%</td><td>88%</td><td>11%</td></tr><tr><th>Terminal disc width</th><td>90</td><td>2.1–4.3</td><td>3.3</td><td>0.5</td></tr><tr><th>Inter-process distance</th><td>90</td><td>1.8–4.5</td><td>3.0</td><td>0.6</td></tr><tr><th>Number of processes on the egg circumference</th><td>30</td><td>28–32</td><td>30.6</td><td>1.1</td></tr></tbody></table>
Table 7 in Integrative taxonomy reveals four new species in the superdiverse genus Macrobiotus (Tardigrada: Eutardigrada: Macrobiotidae)
Authors: Stec, Daniel
Type: Dataset
Published: 2026-05-18
Keywords: Biodiversity, Taxonomy

<p class="zenodo-description-adequate-caption"><b>Table 7.</b> Measurements [in μm] of selected morphological structures of the eggs of <i>Macrobiotus surmaczi</i> sp. nov.; eggs mounted in Hoyer’s medium; process base/height ratio is expressed as percentage; N: number of eggs/structures measured; range: refers to the smallest and the largest structure among all measured specimens; SD: standard deviation.</p><table><tbody><tr><th><b>Character</b></th><th><b>N</b></th><th><b>Range</b></th><th><b>Mean</b></th><th><b>SD</b></th></tr></tbody><tbody><tr><th>Egg bare diameter</th><td>23</td><td>52.3–66.5</td><td>58.4</td><td>3.7</td></tr><tr><th>Egg full diameter</th><td>23</td><td>71.0–95.3</td><td>82.8</td><td>7.4</td></tr><tr><th>Process height</th><td>69</td><td>8.0–17.8</td><td>13.3</td><td>2.4</td></tr><tr><th>Process base width</th><td>69</td><td>2.6–5.8</td><td>4.0</td><td>0.7</td></tr><tr><th>Process base/height ratio</th><td>69</td><td>16%–48%</td><td>31%</td><td>6%</td></tr><tr><th>Inter-process distance</th><td>69</td><td>2.2–7.8</td><td>3.9</td><td>0.8</td></tr><tr><th>Number of processes on the egg circumference</th><td>17</td><td>20–25</td><td>22.1</td><td>1.5</td></tr></tbody></table>
Table 5 in Integrative taxonomy reveals four new species in the superdiverse genus Macrobiotus (Tardigrada: Eutardigrada: Macrobiotidae)
Authors: Stec, Daniel
Type: Dataset
Published: 2026-05-18
Keywords: Biodiversity, Taxonomy

<p class="zenodo-description-adequate-caption"><b>Table 5.</b> Measurements [in μm] of selected morphological structures of the eggs of <i>Macrobiotus dalaticus</i> sp. nov.; eggs mounted in Hoyer’s medium; process base/height ratio is expressed as percentage; N: number of eggs/structures measured; range: refers to the smallest and the largest structure among all measured specimens; SD: standard deviation.</p><table><tbody><tr><th><b>Character</b></th><th><b>N</b></th><th><b>Range</b></th><th><b>Mean</b></th><th><b>SD</b></th></tr></tbody><tbody><tr><th>Egg bare diameter</th><td>30</td><td>53.6–66.5</td><td>61.8</td><td>2.8</td></tr><tr><th>Egg full diameter</th><td>30</td><td>63.5–75.6</td><td>71.0</td><td>2.7</td></tr><tr><th>Process height</th><td>90</td><td>2.7–5.8</td><td>4.2</td><td>0.6</td></tr><tr><th>Process base width</th><td>90</td><td>2.1–4.2</td><td>3.2</td><td>0.5</td></tr><tr><th>Process base/height ratio</th><td>90</td><td>55%–109%</td><td>77%</td><td>13%</td></tr><tr><th>Terminal disc width</th><td>90</td><td>1.8–4.8</td><td>3.3</td><td>0.6</td></tr><tr><th>Inter-process distance</th><td>90</td><td>2.0–5.9</td><td>3.4</td><td>0.7</td></tr><tr><th>Number of processes on the egg circumference</th><td>30</td><td>28–34</td><td>32.4</td><td>1.3</td></tr></tbody></table>
Análise do extrato de sementes de Platonia insignis Mart (bacuri) na obtenção de compostos bioativos com potencial atividade contra leishmaniose: uma revisão da literatura
Authors: Juliana Pereirra da Silva, Lívia Samara Soares Araújo, Monique da Silva Souza
Type: Conference paper
Published: 2026-08-03
Keywords: Platonia insignis Mart, Leishmaniose, Sementes, Fitoterápicos

<div>
<div>
<div>
<p><strong>Introdução:</strong> Produtos naturais de plantas medicinais são amplamente utilizados devido ao seu potencial terapêutico, baixo custo e menor incidência de efeitos adversos. Nesse contexto, a manteiga de Platonia insignis Mart. destaca-se por propriedades anti-inflamatórias, antioxidantes e cicatrizantes, sendo empregada no tratamento de afecções cutâneas. O interesse científico por essa espécie tem aumentado, especialmente frente à leishmaniose cutânea, cujo tratamento convencional apresenta elevada toxicidade e difícil administração.</p>
</div>
<div>
<p><strong>Objetivo:</strong> Investigar, por meio da literatura científica, o potencial fitoterápico e farmacológico da Platonia insignis Mart. no tratamento da leishmaniose, com ênfase em seus compostos bioativos.</p>
</div>
<div>
<p><strong>Métodos:</strong> Trata-se de uma revisão de literatura exploratória e qualitativa, realizada nas bases SciELO e PubMed, com estudos publicados entre 2016 e 2025. Foram utilizados descritores relacionados à espécie e à doença, selecionando trabalhos que abordam atividade antileishmanial, composição química, toxicidade e potencial terapêutico.</p>
</div>
<div>
<p><strong>Resultados:</strong> Estudos indicam que a espécie apresenta metabólitos bioativos, como benzofenonas polipreniladas, que atuam sobre protozoários do gênero Leishmania. Além disso, os ácidos graxos das sementes podem potencializar essa ação, favorecendo sua eficácia terapêutica. Nesse sentido, torna-se essencial o avanço das pesquisas, considerando que terapias alternativas podem apresentar menor toxicidade e reduzir os efeitos colaterais em comparação aos tratamentos convencionais.</p>
</div>
<div>
<p><strong>Conclusão:</strong> O método de obtenção das manteigas influencia diretamente sua composição e atividade farmacológica. A incorporação em formas semissólidas mostra-se uma alternativa promissora para o tratamento tópico, com potencial para aumentar a eficácia e reduzir efeitos adversos e contribuir no tratamento da leishmaniose. Embora ainda seja um método pouco estudado revela avanços promissores.</p>
</div>
</div>
</div>
ESTUDO DA CITOTOXICIDADE DE DIFERENTES FÁRMACOS EM CÉLULAS TUBULARES RENAIS
Authors: Andrezza Braiane Ferreira Siridó, Davi Araújo Aragão, Mateus Edson da Silva, Emanuel Paula Magalhães
Type: Conference paper
Published: 2026-08-03
Keywords: Lesão Renal Aguda, Citotoxicidade, Fármacos Nefrotóxicos

<div>
<div>
<div>
<p><strong>Introdução: </strong>A Lesão Renal Aguda (LRA) é uma condição clínica caracterizada pelo rápido decréscimo na função renal em um curto intervalo temporal, podendo ser causada por diversas razões, incluindo o uso de fármacos. Os mecanismos exatos que levam ao estabelecimento deste tipo de lesão não foram totalmente elucidados, mas supõe-se até o momento que lesão direta aos túbulos renais pode ser um dos fatores envolvidos neste processo patogênico. Contudo, ainda há substancial ausência de informação sobre como estas substâncias interagem com as células tubulares de forma a exercer sua toxicidade, o que dificulta o manejo terapêutico e traduz-se na ausência de medicamentos que possam prevenir ou reverter esse quadro. Objetivos: Dessa forma, o presente estudo objetiva avaliar a faixa de concentrações citotóxicas de fármacos lançados no mercado que possuam nefrotoxicidade já descrita na literatura.</p>
</div>
<div>
<p><strong>Métodos:</strong> Células tubulares renais LLC-MK2 foram expostas a diferentes concentrações dos fármacos gentamicina, anfotericina b, tacrolimus, indometacina e cetamina durante 24h com posterior realização do ensaio de redução do MTT para determinação da concentração inibitória 50% (IC50).</p>
<p><strong>Resultados e Discussão: </strong>Os valores de IC50 obtidos foram de 6,60 ± 0,067 mM para gentamicina, 17,63 ± 0,021 µM, para anfotericina b, 56,87 ± 0,020 µM para tacrolimus, 1.542 ± 0,097 µM para indometacina e 2,28 ± 0,025 µM para cetamina.Estes achados vão de encontro ao descrito na literatura para valores de IC50 para os determinados fármacos. Além disso, seu achado em células tubulares renais de macaco reiteram a possibilidade da participação do mecanismo de lesão tubular aguda dos mesmos. Assim, a obtenção destes resultados justifica a realização de estudos posteriores com o intuito de esclarecer a forma pela qual estas substâncias levam ao estabelecimento de LRA.</p>
</div>
<div>
<p><strong>Conclusão:</strong> Os resultados obtidos demonstram que os fármacos avaliados apresentam efeitos citotóxicos significativos em células tubulares renais, em concentrações compatíveis com aquelas descritas na literatura, reforçando seu potencial nefrotóxico. A determinação dos valores de IC50 contribui para a melhor compreensão da toxicidade dessas substâncias em nível celular e evidencia a possível participação do dano tubular direto no desenvolvimento da Lesão Renal Aguda. Dessa forma, este estudo fornece subsídios importantes para investigações futuras, visando elucidar os mecanismos moleculares envolvidos na nefrotoxicidade induzida por fármacos, bem como para o desenvolvimento de estratégias terapêuticas capazes de prevenir ou minimizar os danos renais associados.</p>
</div>
</div>
</div>
Comparative Analysis of Bag-of-Words and Word Embedding Methods for Sentiment Analysis on the Stanford Sentiment Treebank
Authors: Kavya Regulagedda, Prachi Yadav
Type: Conference paper
Published: 2024-12-11
Keywords: Logistic Regression,, Linear Discriminant Analysis, Quadratic Discriminant Analysis, Partial Least Squares

<p class="isSelectedEnd">This paper presents a comparative study of traditional and modern machine learning approaches for sentiment analysis using the Stanford Sentiment Treebank dataset. We investigate two text representation methods: a Bag-of-Words framework for continuous sentiment prediction and GloVe word embeddings for binary sentiment classification.</p>
<p class="isSelectedEnd">For the regression task, we evaluate feature selection and penalized regression techniques, including Forward Subset Selection, LASSO, and Ridge Regression. Model performance is assessed using Mean Squared Error (MSE), Root Mean Squared Error (RMSE), Mean Absolute Error (MAE), and (R^2). Ridge Regression demonstrated the strongest predictive performance while maintaining interpretability through coefficient analysis, enabling the identification of the most influential words associated with sentiment.</p>
<p class="isSelectedEnd">For the classification task, sentence-level GloVe embeddings are used to compare Logistic Regression, Linear Discriminant Analysis (LDA), Quadratic Discriminant Analysis (QDA), Principal Component Regression (PCR), and Partial Least Squares (PLS). Models are evaluated using accuracy, precision, recall, F1 score, and error rate. Among the evaluated methods, Partial Least Squares achieved the best overall classification performance, highlighting its effectiveness in handling high-dimensional, correlated text features.</p>
<p>This study demonstrates the trade-offs between traditional sparse text representations and dense word embeddings, and provides empirical insights into model selection for sentiment analysis. The results emphasize the importance of balancing predictive accuracy, interpretability, and robustness when working with high-dimensional natural language datasets.</p>