Deep learning in microbiome analysis: a comprehensive review of neural network models by Piotr Przymus, Krzysztof Rykaczewski, Adrián Martín-Segura, Jaak Truu, Enrique Carrillo De Santa Pau, Mikhail Kolev, Mikhail Kolev, Irina Naskinova, Aleksandra Gruca, Alexia Sampri, Alexia Sampri, Marcus Frohme, Alina Nechyporenko, Alina Nechyporenko

“…Additionally, the biological variability in microbiome datasets requires tailored approaches to ensure robust and generalizable outcomes. As microbiome research continues to generate vast and complex datasets, addressing these challenges will be crucial for advancing microbiological insights and translating them into practical applications with DL. …”
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The Action of Plant Protein Hydrolysates, Plant Extracts and <i>Trichoderma atroviride</i> Modulates the Performance of Cherry Tomato Plants Cultivated in a Soilless System by Emanuela Campana, Beppe Benedetto Consentino, Lorena Vultaggio, Pietro Bellitto, Fabiana Mancuso, Gaetano Giuseppe La Placa, Giuseppe Colla, Leo Sabatino, Salvatore La Bella, Youssef Rouphael, Michele Ciriello

“…Although the understanding of the mechanisms activated by the combined application of the different biostimulants still remains complex to define, the results obtained underscore their potential. …”
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A Polycarbonate-Assisted Transfer Method for van der Waals Contacts to Magnetic Two-Dimensional Materials by Kunlin Yang, Guorui Zhao, Yibin Zhao, Jie Xiao, Le Wang, Jiaqi Liu, Wenqing Song, Qing Lan, Tuoyu Zhao, Hai Huang, Jia-Wei Mei, Wu Shi

“…Compatible with standard dry-transfer processes and scalable to large wafer sizes, our approach provides a straightforward and effective solution for developing complex magnetic heterojunction devices and expanding the applications of magnetic 2D materials.…”
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Breathing chemicals: a review of air pollution over the years by Alex-Ionuț TOTOLICI, Silvia MITREA, Anghel Tudor CIOLOCA, Andrei LUPU, Patricia Mercedes MORICZ, Daria MUNTEAN, Raluca NEGRE, Andra TOPIRCEANU, Mara ȚOC, Dumitrana IORDACHE

“…The change in the pollutants released in the atmosphere became more complex throughout human history, and they were released in huge quantities. …”
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The Impact of Debt-to-GDP Ratio on the GDP Growth Rate of the Philippines by Edgar Detoya, Jonecis Dayap, Joey Estorosos, Ma. Kresna Mansueto, Randy Salazar, Jesse Susada, Maria Teresa Vito, Jessica Magallon-Avenido

“…Background: Government borrowings could play an important role in maintaining economic stability; however, it is essential to keep the indebtedness manageable to ensure that debts continue contributing to economic growth. …”
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Mathematical analysis of Prandtl number with Artificial neural network and fractional operator for nanofluid flow by Muhammad Ramzan, Ahmad Shafique, Shajar Abbas, Rifaqat Ali, Tarik Lamoudan, Rashid Jan, Muyassar Norberdiyeva, Bakhora Turabova, Hakim AL Garalleh

“…A supervised learning approach is used, with 70% of data for training, 15% for validation, and 15% for testing to ensure model robustness. Validation is performed through comparison with existing algorithms. …”
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Femoral Fracture in Pregnancy: A Case Report and Review of Data from the Literature by Ștefan-Dragoș Tîrnovanu, Elena Cojocaru, Bogdan Veliceasa, Norin Forna, Adrian-Claudiu Carp, Bogdan Puha, Alexandru Filip, Awad Dmour, Dragoș-Cristian Popescu, Ovidiu Alexa, Sorana-Caterina Anton, Mihaela-Camelia Tîrnovanu

“…Background: Orthopedic trauma during pregnancy is a rare yet complex medical challenge, impacting both maternal and fetal health. …”
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Research of Physical and Mechanical Properties of Self-Compacting Concrete Based on Polyfractional Binder by Meiram M. Begentayev, Daniyar A. Akhmetov, Rauan E. Lukpanov, Erzhan I. Kuldeyev, Zhanar O. Zhumadilova, Tolebi Myrzaliyev, Duman S. Dyussembinov, Aigerim K. Tolegenova

“…A software and calculation complex featuring a three-dimensional modeling algorithm, Drop and Roll, was used to select the optimal composition. …”
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Evaluating large language models and agents in healthcare: key challenges in clinical applications by Xiaolan Chen, Jiayang Xiang, Shanfu Lu, Yexin Liu, Mingguang He, Danli Shi

“…Advances in LLM agents further broaden their utility by enabling multimodal processing and multitask handling in complex clinical workflows. However, evaluating the performance of LLMs in medical contexts presents unique challenges due to the high-risk nature of healthcare and the complexity of medical data. …”
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Fertility intentions among Chinese adults: a cross-sectional study using a national survey by Mingyan Hao, Chenxiao Zhang, Haofeng Fu, Jingting Zhang, Ziyi Zhang, Baotong Ma, Ruitong Xia, Yuanwei Lu, Jingwen Liu, Hanjia Xin, Yumeng Cao, Saier Yang, Runqing Li, Ji Zhao, Jin Zhang, Zheng Gao, Yaxin Zeng, Yixiao Ding, Zhuolun Ren, Yan Guan, Na Zhang, Jia Li, Yan Ma, Pei Wei, Jingjing Dong, Chen Chen, Yajing Zhou, Jianzhong Zheng, Wei Liu, Lizheng Wang

“…A nuanced comprehension of the complexities surrounding low fertility intentions is essential for promoting family growth and fostering stability within the nation. …”
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Multi-Classification Refactoring Framework Using Hopfield Neural Network for Sustainable Software Development by Abdullah Almogahed, Hairulnizam Mahdin, Yeong Hyeon Gu, Mohammed A. Al-Masni, Shehab Abdulhabib Alzaeemi, Mazni Omar, Abdulwadood Alawadhi, Samera Obaid Barraood, Abdul Rehman Gilal, Adnan Ameen Bakather

“…Adopting high-quality source code is the ultimate way through which software evolution can be ensured as sustainable. Continuous refactoring in complex software systems ensures longevity and increases architecture knowledge sustainability. …”
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High value crop based integrated farming system model for peri-urban small farmers of semi-arid Bundelkhand region of India by D R PALSANIYA, SUNIL KUMAR, T KIRAN KUMAR, M M DAS, MANOJ CHAUDHARY, SUNIL KUMAR, KHEM CHAND, S K RAI, AKRAM AHMED, C S SAHAY

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Evolution of microstructure and thermophysical properties of Y2Hf2O7/YAG composite ceramic prepared by solution combustion combined with pressure-less sintering by Shengyue Gu, Rui Li, Yimin Guo, Bei Xue, Qian Zhou, Longkang Cong, Ding Li, Ruimei Yuan

“…Composite ceramics were carefully designed to meet the challenges of more complex and demanding application scenarios, such as high-temperature environments where material performance is crucial. …”
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Development of an Intelligent Method for Target Tracking in Radar Systems at the Initial Stage of Operation Under Intentional Jamming Conditions by Serhii Semenov, Olga Wasiuta, Alla Jammine, Justyna Golec, Magdalena Krupska-Klimczak, Yevhen Tarasenko, Vitalii Voronets, Vitalii Breslavets, Serhii Lvov, Artem Moskalenko

“…The dynamic weighting algorithm between model estimates ensures a balance between accuracy and robustness. …”
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Adaptive crop switching for irrigated agriculture in response to climate change in the Western U.S. by Shahryar Fazli, Wenzhao Li, Surendra Maharjan, Rejoice Thomas, Aqil Tariq, Hesham El-Askary

“…However, as a key indicator vital in regulating agricultural productivity and crop irrigation, water use efficiency (WUEc) is becoming increasingly complex to estimate due to climate change. This study explores the critical role of key meteorological drivers, such as maximum temperature (tmax) and vapor pressure deficit (vpd), and their impacts on crop-specific WUEc. …”
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Assessment of key parameters for clustering EU countries by socio-economic development components by Vladimir Bilozubenko, Yuliia Yehorova, Viktoriia Taranenko, Yuriy Petrushenko, Tetiana Yakovenko, Natalia Nebaba, Fedir Zhuravka

“…Type of the article: Research Article Abstract Socio-economic development in the EU countries is a complex process encompassing both social and economic progress. …”
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Apnea detection using wrist actigraphy in patients with heterogeneous sleep disorders by Xiaoman Xing, Sizhi Ai, Jihui Zhang, Rui Huang, Yaping Liu, Dongming Quan, Jiacheng Ma, Guoli Wu, Jiangen Xu, Yuan Zhang, Hongliang Feng, Wen-fei Dong

“…This study introduces an enhanced single-sensor-based OSA screening method, leveraging novel signal processing and machine learning to ensure accurate detection across diverse populations. …”
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Gendered ethnobotanical practices and their influence on livelihoods: Non-Timber Forest Product collection around Ayubia National Park by Mehwish Zaman, Asma Jabeen, Muhammad Waheed, Shiekh Marifatul Haq, Abeer Hashem, Khalid F. Almutairi, Elsayed Fathi Abd_Allah, Rainer W. Bussmann

“…The results emphasize the need for sustainable management practices to ensure the continued availability of NTFPs, which are crucial for the socioeconomic well-being of these communities. …”
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QIP approach to improving quality of diagnosis and initial management of heart failure for inpatients on general internal medicine wards by Mazin Alhussein, Raunak Singh

“…To address these gaps, we recommend a quality improvement initiative focusing on three main aspects: standardised documentation templates to ensure accurate documentation of KPIs, continuous clinical education and training on HF diagnostic pathways and GDMT, and lastly, regular feedback with re-audit to ensure constant improvements are made in adherence to national standards.…”
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Recent advancements in prospective life cycle assessment: Current practices, trends, and implications for future research by Anissa Nurdiawati, Basit A. Mir, Sami G. Al-Ghamdi

“…The reviewed studies highlight that incorporating future scenarios related to the transformation of energy, material, transport, and industrial systems can significantly influence LCA outcomes, reinforcing the importance of explicitly integrating such scenarios into pLCA to ensure reliable and meaningful results. To ensure robust LCA studies, it is important to consider the use of pLCI databases, accounting for varying technology maturity levels, their improvement and diffusion rate, and incorporating spatial considerations. …”
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