Strategic innovations and future directions in deep learning for engineering applications: a systematic literature review by Arianna G. Tobias, Javeed Kittur

“…The primary research question is: “What are the current applications, trends, and research gaps in the use of deep learning across engineering disciplines, and how can these insights guide future innovations in engineering practice?”MethodA systematic literature review (SLR) was conducted in three phases: identification, screening, and synthesis. …”
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Resource allocation strategies and task scheduling algorithms for cloud computing: A systematic literature review by Kareem Awad Waleed, Zainol Ariffin Khairul Akram, Nazri Mohd Zakree Ahmad, Yassen Esam Taha

“…Following preferred reporting items for systematic reviews and meta-analyses guidelines, the review ensures a transparent and replicable process by employing systematic inclusion criteria and minimizing bias. …”
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An Energy Control and Management System forUrban Rail Transit by LI Hongbo, ZHANG Chao, HUANG Zihao, WANG Xiong, LUO Wenguang, ZHANG Zhixue

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A systematic review of the early impact of artificial intelligence on higher education curriculum, instruction, and assessment by Jingjing Liang, Jason M. Stephens, Gavin T. L. Brown

“…However, compared to student- or administration-facing AI, little attention has been given to the impact of AI on faculty's perspective or their curriculum, instruction, and assessment (CIA) practices.MethodsTo address this gap, we conducted a systematic review of articles published within the first nine months following the release of ChatGPT. …”
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Environmental Sustainability of Advanced Structures: A Descriptive and Thematic Analysis by Sarah Elattar, Xiancun Hu, Hamed Golzad, Saeed Banihashemi

“…This review contributes a novel synthesis of existing knowledge by combining a PRISMA-guided selection, descriptive trend analysis, and thematic coding to identify critical gaps and emerging directions, offering a structured foundation for future research and practical strategies in designing environmentally sustainable advanced structures.…”
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Techno‐Economic Evaluation of Wind and Bio‐Energy Systems for Sustainable Development: A Systematic Review by KeChrist Obileke, Patrick Mukumba

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A Systematic Method for the Calibration of FEA Model of Synchronous Reluctance Machines Considering Manufacturing Effects by Andrea Credo, Paolo Pescetto

“…This approach led to a reduction in torque estimation error from 18% to 4%, and an improvement of the flux maps evaluation, thus enhancing and validating the design procedure and permitting further optimization steps of machines with similar geometry and dimensions. …”
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Circular economy implementation in the electronics sector: a systematic literature review and future research directions by Harsahib Singh, Rashmi Aggarwal, Poonam Garg

“…The current study addresses this gap by developing an integrated conceptual framework that synthesises existing knowledge on models, perceived benefits and challenges of CE implementation in the ES. It included a systematic literature review of relevant journal articles, white papers and industry reports identified using keywords shortlisted in consultation with industry experts. …”
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Gutter impingement following total ankle arthroplasty: A systematic review of management and surgical approaches, by Karissa Badillo, Julia Tolin, Jarrett D. Cain, Jeffrey Manway

“…As the use of TAA exponentially increases, an understanding of how to both recognize and manage gutter impingement is vital to the optimization of post-operative care. Narrowing of the medial and lateral ankle gutters can arise from a variety of causes, including implant malalignment, scar tissue formation and hypertrophic bone formation, ultimately leading to residual pain following surgery. …”
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Dynamic planning approach of facility layout from industry perspectives: A systematic literature review by Isnaini Wildanul, Masruroh Nur Aini, Dharma IGB Budi

“…Based on dynamic planning approach research, the companies and industries as significant users of the facility layout, necessitate a more detailed and exhaustive review of the layout optimization (re-layout) strategy. …”
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Patient satisfaction with pharmacy services and associated factors in Ethiopia: a systematic review and meta-analysis by Sisay Molla, Getachew Moges, Husien Nurahmed Toleha, Ewunetie Mekashaw Bayked, Birhanu Demeke Workneh

“…Methods A systematic search was performed across multiple electronic databases, including PubMed, Hinari, Semantic Scholar, EMBASE, Scopus, Web of Science, and Google Scholar, to identify both published and unpublished relevant studies. …”
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Efficacy of Omega-3 supplementation in olfactory dysfunction: a systematic review of randomized controlled trials by Raghad S. Alzahrani, Taif F. Alkhatabi, Abdulaziz F. Bokhari, Wed M. Ismail, Abdullah S. Alyamani, Ali S. Alsudais, Bassam AlRajhi, Dakheelallah M. Almutairi

“…Omega-3 fatty acids offer a potential therapy for OD, warranting optimization and long-term effects investigation.…”
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Ocular markers of microangiopathy and their possible association with cardiovascular risk in patients with systemic inflammatory rheumatic diseases: a systematic review by Bengta Sturm, Anna-Lena Zang, Julia Stingl, Rebecca Hasseli-Fräbel, Antonis Fanouriakis, Andreas Schwarting, Andreas Schwarting, Christian Geber, Julia Weinmann-Menke, Mohammed Alhaddad, Konstantinos Triantafyllias, Konstantinos Triantafyllias

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Advancements in Antenna and Rectifier Systems for RF Energy Harvesting: A Systematic Review and Meta-Analysis by Luis Fernando Guerrero-Vásquez, Nathalia Alexandra Chacón-Reino, Segundo Darío Tenezaca-Angamarca, Paúl Andrés Chasi-Pesantez, Jorge Osmani Ordoñez-Ordoñez

“…Frequency band analysis indicated a predominance of 2.4 GHz and 5.8 GHz applications. …”
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AI in Endoscopic Gastrointestinal Diagnosis: A Systematic Review of Deep Learning and Machine Learning Techniques by Jovita Relasha Lewis, Sameena Pathan, Preetham Kumar, Cifha Crecil Dias

“…Endoscopy is performed to uncover biopsy tissues used to check the presence of cancerous or benign cells, Helicobacter pylori (H. pylori) infection, or perform colonoscopy in case of the removal of polyps. A systematic review was conducted on databases like PubMed, Scopus, Google Scholar, and IEEE Explore, including research papers published up to May 2023, through the systematic search, 33 papers were identified. …”
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Artificial Intelligence in Rotator Cuff Tear Detection: A Systematic Review of MRI-Based Models by Umile Giuseppe Longo, Benedetta Bandini, Letizia Mancini, Mario Merone, Emiliano Schena, Alessandro de Sire, Pieter D’Hooghe, Leandro Pecchia, Arianna Carnevale

“…<b>Methods</b>: The systematic review was performed by two of the authors from 2020 to November 2024. …”
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Use of Local Anesthetic Agents and Conscious Sedation in Intrauterine Device Insertion: A Systematic Review by Reem Altamimi, Rawan Bin Salamah, Ebtesam Almajed, Alya AlZabin, Lama Alzelfawi, Wijdan AlMutiri, Amer Alkinani, Lamya Almusharaf

“…A comprehensive database search including PubMed, Web of Science, Google Scholar, ClinicalTrials.gov, and ProQuest was conducted from inception to July 2023 for randomized controlled trials (RCTs). …”
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Prognostic evaluation and treatment strategies for cervical cancer in pregnancy: a systematic review and meta-analysis by Siyuan Zeng, Xin Li, Simin Xiao, Peina Yang, Changsheng Lin, Huiling Chen, Hu Zhao, Xue Xiao

“…Data sources The studies published through July 2024 were systematically retrieved from PubMed, Embase, Web of Science, and Cochrane Library. …”
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Greenhouse cooling systems: A systematic review of research trends, challenges, and recommendations for improving sustainability by Fatima Ezzahra Allali, Hicham Fatnassi, Hassan Demrati, Reda Errais, Ahmed Wifaya, Ahmed Aharoune

“…Emerging trends also highlight the integration of artificial intelligence (AI) and the Internet of Things (IoT) for real-time climate control and optimization in greenhouses. This study offers a systematic roadmap for future research in SGCS, emphasizing key concepts and trends. …”
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Current Progress in Microbial Biocontrol of Banana <i>Fusarium</i> Wilt: A Systematic Review by Richard Solórzano, Héctor Andrés Ramírez Maguiña, Luis Johnson, Cledy Ureta Sierra, Juancarlos Cruz

“…The studies were systematically analyzed, focusing on methodologies, results, and conclusions to provide a comprehensive overview of current research and its practical implications. …”
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