Toward Data Systems That Are Business Semantic Centric and AI Agents Assisted by Cecil Pang

“…Contemporary businesses operate in dynamic environments requiring rapid adaptation to achieve goals and maintain competitiveness. …”
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From automation to collaboration: exploring the impact of industry 5.0 on sustainable manufacturing by Md. Abdus Shabur, Abid Shahriar, Mst. Anjuman Ara

“…This study also proposes a structured Industry 5.0 framework, outlining key implementation steps, including human-technology integration, ethical compliance, sustainable manufacturing strategies, workforce adaptation, and real-time optimization. …”
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Precision autofocus in optical microscopy with liquid lenses controlled by deep reinforcement learning by Jing Zhang, Yong-feng Fu, Hao Shen, Quan Liu, Li-ning Sun, Li-guo Chen

“…In response, this paper proposes the implementation of an adaptive Liquid Lens Microscope System utilizing Deep Reinforcement Learning-based Autofocus (DRLAF). …”
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Tracking Particulate Matter Accumulation on Green Roofs: A Study at Warsaw University Library by Katarzyna Gładysz, Mariola Wrochna, Robert Popek

“…Seasonal shifts from surface-bound PM (_SPM) to wax-bound PM (_WPM) in autumn underline the importance of adaptive plant traits for sustained pollutant capture. …”
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Morphological reading of dry facades in residential buildings (a case study of residential buildings in the western part of Shemiranat district of Tehran) by Alireza Naseri, Leila Zare

“…The method of the current research is comparative-adaptive, which first included a validity questionnaire with a statistical population of 100 people; to measure people's opinions about the appearance of buildings and types of materials; It was found that most people are interested in knowing more about materials and new implementation methods so that their knowledge about new facades can be improved and they can use this type of materials. …”
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Enhancing Ethnic Traditional Sports Education Through Sports Psychology: Significance, Challenges, and Strategies by Huang Y, Long B

“…Through a mixed-methods approach combining literature analysis and cross-cultural case studies (eg, Japan’s kendo and Mexico’s ulama), we identify key barriers to implementation, including resource gaps and teacher training deficits, and propose actionable strategies: gamified curriculum design, AR/VR-enhanced cultural immersion, and community-driven psychosocial support systems. …”
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Learned helplessness and learned controllability: from neurobiology to cognitive, emotional and behavioral neurosciences by Gustavo E. Tafet, Tomas Ortiz Alonso

“…This could provide direction in development of novel interventions aimed at promoting skill acquisition, problem-solving strategies, and adaptive decision-making, thereby restoring a sense of agency and resilience in the face of adversity.…”
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DECISION-MAKING INFORMATION TECHNOLOGY FOR FLEXIBLE INTEGRATED MANUFACTURING by Oleksandr Tsymbal, Artem Bronnikov

“…The fulfillment of each individual technological task involves the development and implementation of a plan of work of robotic equipment, the set of variants of which is a strategy of functioning of the intellectual robotic system, described in the form of predicate logic. …”
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Intelligent Incident Management Leveraging Artificial Intelligence, Knowledge Engineering, and Mathematical Models in Enterprise Operations by Arturo Peralta, José A. Olivas, Francisco P. Romero, Pedro Navarro-Illana

“…This study explores the development and implementation of an intelligent incident management system leveraging artificial intelligence (AI), knowledge engineering, and mathematical modeling to optimize enterprise operations. …”
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Long-term levels of protection of different types of immunity against the Omicron variant: a rapid literature review by Sabina Rodriguez Velásquez, Loza Estifanos Biru, Sandrine Marie Hakiza, Muaamar Al-Gobari, Isotta Triulzi, Jyoti Dalal, Camille Beatrice Gaza Varela, Sara Botero Mesa, Olivia Keiser

“…The duration of protection of adaptive immunity was greatly impacted by Omicron and its subvariants: levels of protection were low by 3–6 months from exposure to infection/vaccination. …”
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Enhanced medical image segmentation using novel level set evolution and efficient optimization by Samad Wali, Adil Jhangeer, Ariana Abdul Rahimzai, Samina Samina, Mudassar Imran

“…In this paper, we introduce a novel framework that addresses these challenges by leveraging adaptive level set evolution, enhanced with a unique edge indication function. …”
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Different city = different cycling behaviour? A comparative analysis of cycling behaviour in German cities by Stefan Huber, Sven Lißner, Paul Lindemann, Katrin Lubashevsky

“…In some cases, they may also support the implementation and adoption of more generalized strategies. …”
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A Data-Driven Approach to Improve Cocoa Crop Establishment in Colombia: Insights and Agricultural Practice Recommendations from an Ensemble Machine Learning Model by Leonardo Talero-Sarmiento, Sebastian Roa-Prada, Luz Caicedo-Chacon, Oscar Gavanzo-Cardenas

“…The results offer valuable guidance for the implementation of adaptive agricultural practices and resilience strategies, enabling sustainable cocoa production systems. …”
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Modern Technologies of Strategic HR Management in the Conditions of Innovative Development of Entrepreneurial Structures by I. V. Novikova, Z. K. Samaybekova

“…In an era of rapid change and the introduction of new technologies, effective personnel management is becoming a key element in the successful development of business structures, and innovative technologies are becoming an integral part in strategic personnel management, optimizing current management processes and creating adaptive, high-performance and innovation-oriented teams. …”
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Algorithm for Key Transparency with Transparent Logs [version 2; peer review: 2 approved, 1 approved with reservations, 1 not approved] by Shasivar Rexhepi, Ikechukwu John Chukwu, Ridvan Bunjaku, Hasan Dag, Elissa Mollakuqe

“…Recommendations include continuous monitoring and adaptive algorithms to bolster resilience against evolving cybersecurity challenges, promoting trust and reliability in cryptographic operations.…”
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AI-Driven Accounting and Sensing Applications for Investment Management by Foziljonov Ibrohimjon, Yuldashev Jahongir, Turgunov Jasurbek, Khujamurodov Askarjon, Rozhkova Elena

“…Rather, their professional judgment and domain expertise are integrated into the adaptive learning processes of AI systems. The article concludes by identifying critical implementation challenges, reflecting on the application of machine learning and sensor fusion in the field of investment analytics, and proposing suggestions for future interdisciplinary research. …”
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ADVANCEMENTS AND INTEGRATION OF BIOPHYSICAL, SOCIO-ECONOMIC, AND LOCAL KNOWLEDGE IN AGRICULTURAL LAND SUITABILITY ASSESSMENTS: A SYSTEMATIC LITERATURE REVIEW by Norasmanizan Abdullah, AMIRULIKHSAN ZOLKAFLI, Mazni Omar

“…These studies were categorized into three key themes: (1) advancements in methodologies, including GIS-based multi-criteria decision-making (MCDM), machine learning, and hybrid models; (2) applications of land suitability for specific crops and regions, highlighting varying ecological and socio-economic factors influencing implementation; and (3) sustainability and adaptation in land use planning, focusing on the integration of climate resilience and resource conservation. …”
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Optimization of the Monte Carlo Simulation to Improve the Calibration Uncertainty of Volume Meters for Hydrocarbons Custody Transfer by Agustín García-Berrocal, Cristina Montalvo, Pablo Carmona, Raúl García-Álvarez

“…In this way, the use of the classic GUM method is avoided. Therefore, the adaptive implementation of the Monte Carlo method (AMCM) has been applied to optimize the calibration uncertainty of a positive displacement meter against a standard tank in an ISO 17025 accredited volume laboratory. …”
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Always Clear Days: Degradation Type and Severity Aware All-in-One Adverse Weather Removal by Yu-Wei Chen, Soo-Chang Pei

“…Inspired by inter&intra-domain adaptation literature, we observe that not only weather type but also weather severity introduce multi-domain within each weather type domain, which is ignored by previous methods and further limits their performance. …”
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Advancing Passwordless Authentication: A Systematic Review of Methods, Challenges, and Future Directions for Secure User Identity by Mohd Imran Md Yusop, Nazhatul Hafizah Kamarudin, Nur Hanis Sabrina Suhaimi, Mohammad Kamrul Hasan

“…Future opportunities are outlined, emphasizing the need for real-world implementation, enhanced scalability, integration of AI-driven adaptive mechanisms, and innovative designs to improve user accessibility and system resilience. …”
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