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

“…Microbiome research, the study of microbial communities in diverse environments, has seen significant advances due to the integration of deep learning (DL) methods. …”
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Occurrence of antibiotics and antibiotic resistance genes at various stages of different aquaculture modes surrounding Tai Lake, China by Congcong Wu, Congcong Wu, Haitao Ye, Mingzhu Xu, Xuan Zhao, Xuejie Zhao, Lina Li, Mingzhi Li, Yanfei Wei, Yuru Li, Baolan Hu, Baolan Hu

“…However, the occurrence of antibiotics and ARGs under different modes and stages of aquaculture has rarely been systematically studied.MethodsThis paper uses qPCR, LC-MS, and High-Throughput sequencing across different culture modes and stages to investigate antibiotics, resistance genes, and microbial communities in the water bodies, and analyze contamination differences between these modes.ResultsThe quinolone and chloramphenicol were the main antibiotics, and the highest absolute abundance genes were quinolone resistance genes (qnrB) and quinolone resistance genes (sul1), with the mobile genetic element (MGE) intI1, both of which exhibited a gradual seasonal increase. …”
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Epidemiology of sickle cell disease in tribal population of Southern Rajasthan, India by Anil Purohit, Ramesh K. Huda, Suman S. Mohanty, Bontha V. Babu

“…SCD is prevalent among tribal communities. The objective of this study was to conduct a screening of the tribal population and report the prevalence of SCD in southern Rajasthan, India. …”
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The Model and Practices of Human Potential Development by P. D. Rabinovich, K. E. Zavedenskiy, E. A. Lopatina, G. D. Emelin, D. N. Dolganov

“…The development of human potential is proposed to be carried out along three vectors: “working with the ideal” (searching for one’s own meanings and developing reflection), “self-positioning in society” (social positions, connections, communities, reputation, career position, occupation, and types of activity), and “mightiness” (building the ability to “overcome one’s inability”, i.e., the ability to act on the frontier). …”
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Unmasking health determinants and health outcomes for urban First Nations using respondent-driven sampling by J Smylie, M Firestone, S Maracle, M Spiller, P O'Campo

“…The main objective of the Our Health Counts (OHC) project was to work in partnership with Aboriginal stakeholders to generate a culturally relevant, representative baseline health data set for three urban Aboriginal communities in Ontario, Canada.Design Respondent-driven sampling (RDS).Setting Hamilton, Ontario, Canada.Participants The OHC study, in partnership with the De dwa da dehs ney >s Aboriginal Health Access Centre (DAHC), recruited 554 First Nations adults living in Hamilton using RDS.Results Among First Nations adults living in Hamilton, 78% earned less than $20 000 per year and 70% lived in the lowest income quartile neighbourhoods. …”
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Psychosocial Predictors of Weight Loss among American Indian and Alaska Native Participants in a Diabetes Prevention Translational Project by Edward J. Dill, Spero M. Manson, Luohua Jiang, Katherine A. Pratte, Margaret J. Gutilla, Stephanie L. Knepper, Janette Beals, Yvette Roubideaux, Special Diabetes Program for Indians Diabetes Prevention Demonstration Project

“…These findings demonstrate the influence of psychosocial factors on weight loss in AI/AN communities and have substantial implications for incorporating adjunctive intervention components.…”
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Unveiling the diversity of macrobenthic crustaceans on sandy beaches of the eastern Mexican coast: new records and an updated checklist by María R. Muciño-Reyes, María R. Muciño-Reyes, Edlin Guerra-Castro, Edlin Guerra-Castro, Raúl E. Castillo-Cupul, Carlos E. Paz-Ríos, Nuno Simões, Nuno Simões, Nuno Simões

“…Despite the ecological importance of sandy beaches, the diversity and distribution of macrocrustacean communities in the eastern Mexican coast (Mexican coast of the Gulf of Mexico and Caribbean Sea) remain understudied. …”
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Inuit uses of weather, water, ice, and climate indicators to assess travel safety in Arctic Canada, Alaska, and Greenland: a scoping review by Breanna Bishop, Emmelie Paquette, Natalie Carter, Gita Ljubicic, Eric C.J. Oliver, Claudio Aporta

“…A total of 163 unique WWIC indicators were used across 85 communities in Canada, Alaska, and Greenland. Indicators reflect a broad range of ways that Inuit experience their environment, through sight, feel, and sound. …”
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Characterization of microbial populations associated with different organic fertilizers by Natalia Escobar, Nelson E Arenas, Sara M Marquez

“…<strong>Purpose </strong>Bacterial and fungal communities represent key bioindicators of soil quality and are essential for the maintenance of nutrient availability. …”
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Reasons for Growth and Solutions to Combat Money Laundering Through Bitcoin in Iranian Law by Fatemeh Gilak, Davood Khaksar, Mahsa Shiravi

“…On the other hand, today, the desire of individuals and communities to use cryptocurrencies, especially Bitcoin, is increasing, and the use of this currency, despite all its advantages and merits, has provided the basis for the growth of money laundering. …”
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Landslide hazard assessment and agricultural vulnerability using a geospatial approach by Rian Gabriel Girsang, Bistok Hasiholan Simanjuntak

“…Despite the benefits it provides to farmers, the elevated rainfall also poses natural disaster risks, particularly landslides, which can adversely affect surrounding communities. This study aims to map landslide potentials and evaluate their impacts on the agricultural sector in the Cukilan Village, Semarang Regency. …”
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Sustainable cultivation of phytopharmaceuticals in Baden-Wuerttemberg, Germany: a SWOT analysis and future directions by Peter W. Heger, Ilka Meinert, Peter Nick, Peter Riedl, Michael Heinrich, Michael Straub

“…However, unsuitable harvesting practices threaten plant species and traditional communities due to loss of knowledge and culture. In response, sustainable cultivation is gaining attention as alternative to wild collection, ensuring both biodiversity conversation and integrity of medicinal products. …”
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Investigating the Efficacy of Topologically Derived Time Series for Flare Forecasting. I. Data Set Preparation by Thomas Williams, Christopher B. Prior, David MacTaggart

“…The accurate forecasting of solar flares is considered a key goal within the solar physics and space weather communities. There is significant potential for flare prediction to be improved by incorporating topological fluxes of magnetogram data sets, without the need to invoke three-dimensional magnetic field extrapolations. …”
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cLegal-QA: a Chinese legal question answering with natural language generation methods by Yizhen Wang, Xueying Shen, Zixian Huang, Lihui Niu, Shiyan Ou

“…To address this, our study developed a comprehensive automatic question answering dataset for Chinese civil law, named cLegal-QA, which comprises 14,000 high-frequency questions from Chinese legal communities. This dataset spans various legal disputes and includes questions, disputes, scenarios, multiple lawyer responses, and gold-standard answers from human annotators. …”
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Task-Driven Computing Offloading and Resource Allocation Scheme for Maritime Autonomous Surface Ships Under Cloud–Shore–Ship Collaboration Framework by Supu Xiu, Ying Zhang, Hualong Chen, Yuanqiao Wen, Changshi Xiao

“…Currently, Maritime Autonomous Surface Ships (MASS) have become one of the most attractive research areas in shipping and academic communities. Based on the ship-to-shore and ship-to-ship communication network, they can exploit diversified and distributed resources such as shore-based facilities and cloud computing centers to execute a variety of ship applications. …”
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Seasonal recurrence and modular assembly of an Arctic pelagic marine microbiome by Taylor Priest, Ellen Oldenburg, Ovidiu Popa, Bledina Dede, Katja Metfies, Wilken-Jon von Appen, Sinhué Torres-Valdés, Christina Bienhold, Bernhard M. Fuchs, Rudolf Amann, Antje Boetius, Matthias Wietz

“…Abstract Deciphering how microbial communities are shaped by environmental variability is fundamental for understanding the structure and function of ocean ecosystems. …”
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Development of Entrepreneurial Activity Using the Integration of Human Capital and Green Technologies to Optimize the Sustainable Development of the Territories by Alma Karshalova, Aidos Akpanov, Santay Tleubayeva, Anuar Belgibayev, Askar Makhmudov, Aigul Atchabarova, Margarita Zholayeva

“…The future demand for tourism is likely to be driven by growing environmental awareness, increased use of digital services and new technologies, a shift towards a more personalized travel experience, and ensuring well-being and better engagement with local communities and culture. Meeting the requirements of the modern tourism industry is a problem not only for the Republic of Kazakhstan but also for other countries that strive for sustainable development of the tourism sector. …”
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Spatio-temporal changes of glaciers, geomorphology, and meteorological influences on debris flow in the alpine environment: insights from a case study in the Hopar Nagar Valley, No... by Abrar Hussain, Jingfeng Liu, Muzaffar Ali, Wajid Hassan, Chengyuan Wang

“…The infrastructure and communities in the Karakoram region are exposed to numerous glacier hazards. …”
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Optimal WSN Deployment to Measure Air Quality in Dynamic Multi-Source Dispersion Scenarios: A Case Study in Arequipa by Alexander Hilario-Tacuri, Alberth Tamo, Marco Pinares-Mamani, Walter Butron, Romel Jimenez

“…Given these alarming statistic, it is imperative for governments, organizations, and communities to prioritize air quality management. Effective measurement strategies are the first step in reducing health risks associated with pollution. …”
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Spatial Transformation of the Higher Education System: Threats and Challenges to Single-Industry Towns by I. D. Turgel, L. L. Bozhko, M. I. Balyberdin

“…The performed analysis shows that the persisting trend toward increasing territorial concentration in the country’s system of higher education can create a set of negative effects that have a disruptive impact on the national settlement system, the continuity of complex value chains, and the social stability of local communities in single-industry towns. A conclusion is made about the need for comprehensive solutions regarding the development of higher education in single-industry towns that combine both national mechanisms for achieving national goals and the toolkits of regional, industrial, educational, and corporate policies.…”
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