Comprehensive Review of Intrusion Detection Techniques: ML and DL in Different Networks by Imane Rakine, Aziz Oukaira, Kamal El Guemmat, Issam Atouf, Sara Ouahabi, Mohamed Talea, Tarik Bouragba

“…With the increasing number of new attacks, virtualized and distributed networks require greater attention and investment in cybersecurity. …”
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Ductus Venosus Agenesis in Monochorionic Twin Pregnancies Complicated by Fetal Growth Restriction: When to Deliver? by Eleonora Torcia, Alessandra Familiari, Elvira Passananti, Giulia di Marco, Federica Romanzi, Mariarita Trapani, Daniela Visconti, Antonio Lanzone, Elisa Bevilacqua

“…Fetuses with ADV are at increased risk for congenital cardiac disease, heart failure, and fetal growth restriction (FGR). …”
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A collaborative approach to advancing research and training in Public Health Data Science—challenges, opportunities, and lessons learnt by Elisha Abade, Wondwossen Mulugeta, Idah Orowe, Getachew Hailemariam, Patrick Weke, Rahel Bekele, Isabelle Zaugg, Jeff Goldsmith, Tiffany Sanchez, Kiros Berhane

“…However, there is a severe lack of well-trained data scientists and home-grown educational programs to enable context-specific training. The lack of human capacity and resources for public health data analysis as well as the dire need to use modern technology for better understanding and possible intervention cannot be dealt with currently available educational programs and computing infrastructure, demanding a great deal of collaboration and investments within Africa and with the Global North This paper describes processes undertaken to establish sustainable research training programs and to train a new generation of data scientists with knowledge, mentoring, professional skills, and research immersion. …”
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A systematic review of serious games as tools for STEM education by Talia Tene, Diego Fabián Vique López, Paulina Elizabeth Valverde Aguirre, Nilo Israel Cabezas Oviedo, Cristian Vacacela Gomez, Stefano Bellucci

“…A total of 37 peer-reviewed journal articles met the inclusion criteria, guided by the PICOS framework, which focused on studies reporting the use of serious games in STEM education contexts. Data extraction included study characteristics, game types, participant demographics, educational contexts, and reported outcomes.AnalysisThe selected studies were analyzed to assess the effectiveness of serious games in enhancing learning outcomes, engagement, and performance in STEM education. …”
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Assessment of the effect of the COVID-19 pandemic on levels of satisfaction in marital relationships during and post-lockdown by Rasha Aziz Attia Salama, Rabab Gad Abd El-Kader, Talaat Matter Tadross, Shaimaa Hashem Elsalous

“…The current study aimed to assess marital satisfaction during and post the lockdown of the COVID-19 pandemic and explore the factors influencing marital satisfaction among the public. …”
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A Strategic Framework for Community Engagement in Oceans and Human Health by Margaret A. Carson, Diane M. Doberneck, Zac Hart, Heath Kelsey, Jennifer Y. Pierce, Dwayne E. Porter, Mindy L. Richlen, Louisa Schandera, Heather A. Triezenberg

“…We illustrate the framework with examples from current COHH case studies and conclude with future directions for strategic community engagement in OHH and other environmental health contexts.…”
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Quantitative characterization of adsorbed and free shale oil microscopic distribution based on nuclear magnetic resonance: a case study of Chang 7 member of Triassic Yanchang Forma... by Fei LIU, Jinliang DU, Lin SUN, Ruiliang GUO, Bofei HAO, Peng LIU

“…Adsorbed oil mainly exist in micropores (< 100 nm), and the amount of free oil in micropores, mesopores, and macropores sequentially decreases. Organic-matter-rich shale generally contain higher amount of free oil and lower amount of adsorbed oil due to the existence of hydrocarbon generation-induced microfractures and less developed organic pores. …”
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Efficacy and Safety of Various Intravenous Thrombolytics for Acute Ischemic Stroke (AIS) at Various Dosages: A Systematic Review and Network Meta-Analysis by Yibin Hu, Shengxian Wu, Haixuan Zhang, Kangfeng Wang, Lijuan Zhang, Yizheng Ma, He Li

“…Abstract Background Currently, there is limited evidence on the efficacy and safety of various thrombolytic drugs at different dosages for the treatment of acute ischemic stroke (AIS). …”
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Systematic review and network meta-analysis on the efficacy and safety of parmacotherapy for hand osteoarthritis. by Ruiqi Wu, Qinglin Peng, Weiwei Wang, Jixian Zheng, Yi Zhou, Qipei Yang, Xuan Zhang, Hongyu Li, Lin Meng

“…Tailored treatment decisions based on individual contexts are imperative.…”
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The Exergo-Economic and Environmental Evaluation of a Hybrid Solar–Natural Gas Power System in Kirkuk by Ali Alfaris, Abdulrazzak Akroot, Emrah Deniz

“…Current research is actively exploring hybrid energy systems as a means to address these issues. …”
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Reconsidering autonomy: Asian Americans’ use of relational autonomy in organ donation decisions by Gerard P. Alolod, Diana C. Litsas, Laura A. Siminoff

“…Abstract Background As cultural contexts have gained increasing relevance in medical decision-making, the current mainstream definition of autonomy is insufficient. …”
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Goal setting in higher education: how, why, and when are students prompted to set goals? A systematic review by Gabrielle Martins van Jaarsveld, Gabrielle Martins van Jaarsveld, Jacqueline Wong, Martine Baars, Marcus Specht, Fred Paas, Fred Paas

“…To provide an overview of the current state of the field, a systematic review was carried out examining studies which implemented academic goal setting activities within higher education over the last 14 years (2010–2024) to determine for whom, in what contexts, and how goal setting has been implemented. …”
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Exploring the feasibility of establishing a core set of sexual, reproductive, maternal, newborn, child and adolescent health indicators in humanitarian settings: a multimethods, mu... by Angel Foster, Allisyn C Moran, Loulou Hassan Kobeissi, Lale Say, Manizha Ashna, Kassandre Messier, Kathleen Louise Strong

“…With the collapse of health systems, reduced resources and increased vulnerabilities from displacement, there is a need to strengthen current practices and ensure the delivery of comprehensive sexual, reproductive, maternal, newborn, child and adolescent health (SRMNCAH) services. …”
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Understanding pastoralist adaptations to drought via games and choice experiments: field testing among Borana communities by Andrew Reid Bell, O. Sarobidy Rakotonarivo, Wei Zhang, Caterina De Petris, Adams Kipchumba, Ruth S Meinzen-Dick

“…Further, these first fieldwork findings suggest two key dimensions for expanded work beyond this study to identify whether mixed methods approaches such as this aid experiential learning in agriculture contexts.…”
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A systematic review and comparative evaluation to develop and validate a comprehensive framework for cancer surveillance systems by Mohsen Soleimani, Marjan GhaziSaeedi, Seyed Mohammad Ayyoubzadeh, Ahmad Jalilvand

“…Conclusion The validated framework provides a structured and adaptable approach to cancer data collection and analysis, enhancing public health decision-making and resource allocation. By addressing current limitations, this study offers a significant advancement in cancer surveillance methodologies, with potential applications in diverse healthcare contexts globally. …”
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Agriculture data sharing review by Jorge Chamorro-Padial, Jordi Virgili-Gomá, Rosa Gil, Mercè Teixidó, Roberto García

“…Our findings reveal a shift from traditional to innovative research themes, such as the increasing focus on the Internet of Things (IoT), Blockchain, and Digital Storage. …”
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The ‘Hikikomori’ syndrome: worldwide prevalence and co-occurring major psychiatric disorders: a systematic review and meta-analysis protocol by Andrea Pozza, Fabio Ferretti, Anna Coluccia, Takahiro Kato, Marco Gaetani

“…It has been studied first in Japan and recently has increasingly drawn the attention of researchers and clinicians all over the world. …”
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Global road extraction using a pseudo-label guided framework: from benchmark dataset to cross-region semi-supervised learning by Xiaoyan Lu, Yanfei Zhong, Zhuo Zheng, JunJue Wang, Dingyuan Chen, Yu Su

“…Recent advancements in satellite remote sensing technology and computer vision have enabled rapid extraction of road networks from massive, Very High-Resolution (VHR) satellite imagery. However, current road extraction methods face the following limitations: 1) Insufficient availability of accurate and diverse training datasets for global-scale road extraction; 2) Costly and time-consuming manual labeling of millions of road samples; and 3) Limited generalization ability of deep learning models across diverse global contexts, resulting in better performance for regions well-represented in the training dataset, but worse performance when faced with domain gaps. …”
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Apolipoprotein L1 (APOL1): Consideration of Molecular Evolution, Interaction with APOL3, and Impact of Splice Isoforms Advances Understanding of Cellular and Molecular Mechanisms o... by Razi Khalaila, Karl Skorecki

“…In the absence of a consistent mechanistic explanation for differential kidney injury, we propose pursuing three interrelated avenues of investigation informed by prior epidemiological and mechanistic evidence linking them to APOL1’s cytotoxicity: (1) Molecular evolution of APOL1 haplotypes in human populations, (2) APOL1 splicing and consequent splice isoforms, (3) Interaction of APOL1 with other APOL gene family members, prioritizing APOL3. In the current study, we use reanalysis of population genetics datasets to resolve the haplotype contexts of all protein-altering APOL1 variants, uncovering previously unrecognized variant–haplotype couplings. …”
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Applications of Artificial Intelligence in Psychiatry and Psychology Education: Scoping Review by Julien Prégent, Van-Han-Alex Chung, Inès El Adib, Marie Désilets, Alexandre Hudon

“… BackgroundArtificial intelligence (AI) is increasingly integrated into health care, including psychiatry and psychology. …”
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