Machine learning combined multi-omics analysis to explore key oxidative stress features in systemic lupus erythematosus by Hongwei Zhou, Xiaoqing Li, Yanyu Zhang, Feng Wei, Zhiyu Liu, Yan Zhao, Xubo Zhuang, Xia Liu, Haizhou Zhou

“…Multiple machine learning methods—including deep learning (DL), random forest (RF), XGBoost, support vector machine (SVM), and least absolute shrinkage and selection operator (LASSO)—were deployed to build OS-related gene prediction frameworks. Immune infiltration was assessed using CIBERSORT, and single-cell transcriptomic data from GEO elucidated gene expression patterns in various immune cell subsets. …”
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Artificial Intelligence for Predicting Delivery Modes: A Systematic Review of Applications, Challenges, and Future Directions by Yu Zhou, Jing Li, Xiaomei Hou, Zhen Li, Yanan Xu, Yan Wang, Mingze Sun, Fumin Zheng, Enhui Guo, Jun Zhou

“…This systematic review aims to evaluate the current state of research on AI-assisted prediction of delivery modes, compare AI predictions and traditional statistical methods, and propose future research directions. …”
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Utilizing Virtual Reality in the participatory urban policy-making process: A step toward facilitating effective citizen engagement by A. Shakibamanesh, M. Ghorbanian, S. Izadi, A. Riahi, P. Zeifodini

“…The study draws on theoretical frameworks such as Arnstein’s Ladder of Citizen Participation and Healey’s Collaborative Planning Theory to examine Virtual Reality's potential in participatory processes. …”
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A Cross-Tissue Transcriptome-Wide Association Study Reveals Novel Susceptibility Genes for Diabetic Kidney Disease in the FinnGen Cohort by Menghan Liu, Zehua Li, Yao Lu, Pingping Sun, Ying Chen, Li Yang

“…Causal inference was refined using Mendelian randomization (MR), and biological significance was evaluated through pathway enrichment, protein interaction networks, and druggability profiling. …”
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Cabin management and ventilation strategies for improved indoor environmental quality in passenger vehicles of developing tropics by John Omomoluwa Ogundiran, Jean-Paul Kapuya Bulaba Nyembwe, James Ogundiran, Vaibhav C. Gandhi, Anabela Ribeiro, Manuel Gameiro da Silva

“…It provides relevant insights for future frameworks that can enhance commuter experience and mitigate public health risks in similar or different contexts.…”
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A PDA@ZIF-8-Incorporated PMIA TFN-FO Membrane for Seawater Desalination: Improving Water Flux and Anti-Fouling Performance by Yu Ma, Rui Jia, Zhen-Liang Xu, Aida Aibulatova, Xiao-Gang Jin, Yin-Xin Fang, Ming-Xiao Zhang, Sun-Jie Xu

“…Here, hydrophilic polydopamine (PDA)@ zeolitic imidazolate frameworks-8 (ZIF-8) nanomaterials and their integration into PMIA membranes using the interfacial polymerization (IP) method were investigated. …”
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The Global Burden of Multidrug-Resistant Bacteria by Andrea Marino, Antonino Maniaci, Mario Lentini, Salvatore Ronsivalle, Giuseppe Nunnari, Salvatore Cocuzza, Federica Maria Parisi, Bruno Cacopardo, Salvatore Lavalle, Luigi La Via

“…<b>Conclusions:</b> The analysis concludes with evidence-based recommendations for policy reforms, research priorities, and international collaboration frameworks necessary to address this growing global health crisis. …”
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Pharmaceutical Advertising and Public Perceptions in Saudi Arabia by Mohammed A. Alnuhait, Hana A. Althobaiti, Meshari H. Alharbi, Raef A. Alahmadi, Yasser E. Althubaiti, Abdulrahman A. Alsaedi, Abdullah S. Alshammari, Mahmoud E. Elrggal, Mohammed A. Alrashed, Mohamed A. Albekery, Abdullah A. Alhifany, Abdulmalik S. Alotaibi

“…It focuses on the effects of regulatory frameworks and evaluates how they influence public understanding and attitudes toward these advertisements. …”
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‘It’s the perfect storm’: why are people with eating disorders at risk of suicide? A qualitative study by Una Foye, Saakshi Kakar, Niamh McNamara, Agnieszka Musial, Tom Jewell, Jessica R. Griffiths, Carol Kan, Gerome Breen, Rachel Rowan Olive, T. Suratwala, Aman Sidhu, Lizzie Mitchell, George Mycock, Katie Graden, Saskia Evans Perks, Elia Chitwa, Holly Whitehead, Ulrike Schmidt, Rina Dutta, Moritz Herle

“…Conclusions The results are novel and illuminate psychological processes that are not currently incorporated within existing theoretical models of suicide, indicating that prevailing frameworks may lack the specificity or sensitivity required to account for the distinctive experiences of individuals with EDs. …”
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Integrating digital health into pediatric obesity management: Current practices and future perspectives by Vittoria Frattolillo, Alessia Massa, Dalila Capone, Noemi Monaco, Gianmario Forcina, Pierluigi Di Filippo, Pierluigi Marzuillo, Emanuele Miraglia del Giudice, Anna Di Sessa

“…Ongoing technological advancements—and their thoughtful integration into existing healthcare frameworks—present significant opportunities to develop innovative, patient-centered therapeutic solutions that can improve engagement, adherence, and long-term health outcomes in children and adolescents with obesity.…”
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Artificial Intelligence Dystocia Algorithm (AIDA) as a Decision Support System in Transverse Fetal Head Position by Antonio Malvasi, Lorenzo E. Malgieri, Tommaso Difonzo, Reuven Achiron, Andrea Tinelli, Giorgio Maria Baldini, Lorenzo Vasciaveo, Renata Beck, Ilenia Mappa, Giuseppe Rizzo

“…Intrapartum ultrasound offers improved diagnostic capabilities, but standardized interpretation frameworks are needed. This study aimed to evaluate the significance of appropriate assessment and management of transverse fetal head position during labor, with particular emphasis on the correlation between geometric parameters and delivery outcomes. …”
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<i>Avena sativa</i> as a Multifunctional Tool for Phytoremediation and Bioenergy Production in Sulfentrazone Contaminated Soils by Caique Menezes de Abreu, Guilherme Henrique Fernandes Carneiro, Márcia Regina da Costa, Gabriela Madureira Barroso, Tayna Sousa Duque, Joice Mariana Santos Silva, José Barbosa dos Santos

“…Future research should focus on microbial genetic pathways, field-scale validation, and the development of regulatory frameworks to advance this green technology in global soil remediation efforts.…”
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Experiences and Perceptions About Death Reporting and Notification Among Rural Communities on the Islands of Lake Victoria, Uganda: Qualitative Study by Steven Ndugwa Kabwama, Douglas Bulafu, Rawlance Ndejjo, Rose Nampeera, Christine Kihembo, Chukwuma David Umeokonkwo, Simon Antara, Sheba Nakacubo Gitta, Caroline Kyozira, Allan Muruta, Jean-Edgard Nguessan, Rhoda K Wanyenze

“… Abstract BackgroundMortality data are critical for planning and prioritization of public health interventions and are generated through civil registration and vital statistics systems like mortality surveillance systems. However, frameworks for strengthening mortality surveillance systems do not acknowledge the cultural relativism surrounding death and how it influences strategies to improve mortality surveillance systems. …”
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Enhancing home-based physical activity for neurodivergent children: adapting the InPACT at Home program with AI and universal design by Tania Sapre, Haylie L. Miller, Anna Schwartz, Leah R. Ketcheson, Alanna Price, Kerry Winkelseth, Jeanne M. Barcelona, Ronald F. Zernicke, Ronald F. Zernicke, Rebecca E. Hasson

“…Our next steps include evaluating the effectiveness of our program adaptations in encouraging participation in the InPACT at Home program and subsequently increasing physical activity levels among neurodivergent children.…”
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Scalable Clustering of Complex ECG Health Data: Big Data Clustering Analysis with UMAP and HDBSCAN by Vladislav Kaverinskiy, Illya Chaikovsky, Anton Mnevets, Tatiana Ryzhenko, Mykhailo Bocharov, Kyrylo Malakhov

“…Future research should aim to validate these results in other populations and integrate these methods into clinical decision-making frameworks.…”
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Forecasting tuberculosis in Ethiopia using deep learning: progress toward sustainable development goal evidence from global burden of disease 1990–2021 by Zinabu Bekele Tadese, Fetlework Gubena Arage, Tigist Kifle Tsegaw, Eyob Akalewold Alemu, Tsegasilassie Gebremariam Abate, Eliyas Addisu Taye

“…Model performance was evaluated using Root Mean Squared Error, Mean Absolute Error, Mean Absolute Percentage Error, and Symmetric Mean Absolute Percentage Error. …”
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Giving justice to listening: exploring the impact of a novel dialogical approach to mental wellbeing on healthcare staff by Isaac Nsiah, Cornelia Junghans, Cornelia Junghans, Henock B. Taddese, Anna Dentschuk, Amanda Bueno de Mesquita, Matthew Ball

“…We used self-determination theory and transformational learning theory as guiding conceptual frameworks. In addition, we applied thematic analysis to post-course feedback gathered from participants to explore if views of the training differ between the time of the training (post course feedback) and several months later when the interviews were carried out. …”
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The effect of an educational program on knowledge about sexual abuse prevention among child laborers: a quasi-experimental study by Jamalodin Begjani, Niloofar Najafali Dizaji, Jila Mirlashari, Lotfollah Mohseni, Mohammad Mehdi Rajabi

“…This study aimed to evaluate the effectiveness of an educational intervention designed to enhance knowledge about sexual abuse prevention among child laborers. …”
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Prevalence and risk factors of schistosomiasis among primary school children in four selected regions of The Gambia. by Ebrima Joof, Abdoulie M Sanyang, Yaya Camara, Alhagie Papa Sey, Ignatius Baldeh, Sharmila Lareef Jah, Serign Jawo Ceesay, Sana M Sambou, Saikou Sanyang, Christopher M Wade, Bakary Sanneh

“…This study aimed to evaluate the prevalence and associated risk factors of schistosomiasis among primary school children in The Gambia.…”
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Real-World Outcomes of Allogeneic Immunosafe Plasma Rich in Growth Factors Eye Drops for Refractory Ocular Surface Diseases: A Prospective Observational Study by Rosa Alvarado-Villacorta, Jesús Merayo-Lloves, Ronald M. Sánchez-Ávila, Belén Alfonso-Bartolozzi, Carlos Lisa, Luis Fernández-Vega-Cueto, José F. Alfonso, Eduardo Anitua

“…Standardization of regulatory frameworks for allogeneic blood-based therapies is needed to support broader clinical adoption.…”
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