Automatic Sleep Staging Method Using EEG Based on STFT and Residual Network by Ran Zhang, Rui Jiang, Haowei Hu, Ying Gao, Wei Xia, Boming Song

“…The proposed method demonstrated a classification accuracy of 85.71% on seven selected full-night recordings from the Sleep-EDF dataset, with a macro-average F1-score of 85.05%. …”
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Exploring Research and Tools in AI Security: A Systematic Mapping Study by Sidhant Narula, Mohammad Ghasemigol, Javier Carnerero-Cano, Amanda Minnich, Emil Lupu, Daniel Takabi

“…This study also highlights significant gaps in the current literature, thereby outlining potential directions for new research initiatives.…”
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Advanced machine learning techniques for social support detection on social media by Olga Kolesnikova, Moein Shahiki Tash, Zahra Ahani, Ameeta Agrawal, Raúl Monroy, Grigori Sidorov

“…In this study, we present a dataset of YouTube comments, initially comprising 66,272 entries, which was refined to 42,695, with a subset of 10,000 comments selected for detailed analysis without additional filtering. …”
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The dynamic capabilities of county-level government in China during the outbreak of large-scale epidemics: a study based on three cases by Changwei Wei, Juan Wang, Huangyue Wu, Zuying Xu, Jiahao Zhang

“…In some counties, the epidemic was initially sporadic but later evolved into large-scale transmission. …”
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Radiomic Feature Characteristics of Ovine Pulmonary Adenocarcinoma by David Collie, Ziyuan Chang, James Meehan, Steven H. Wright, Chris Cousens, Jo Moore, Helen Todd, Jennifer Savage, Helen Brown, Calum D. Gray, Tom J. MacGillivray, David J. Griffiths, Chad E. Eckert, Nicole Storer, Mark Gray

“…RFs were calculated for each imaging session, selected according to stability and reproducibility, and adjusted for volume dependence where appropriate. …”
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Midwives’ views regarding implementation on prevention of vertical transmission HIV programme at Tshwane antenatal clinics by Reamogetswe Lisbeth Aphane, Kwanele Mazibuko, Yandiswa Dlamini, Thobeka Mndebele, Angela Beza, Maurine Rofhiwa Musie

“…Objectives: To explore and describe the midwives’ views on implementation of the prevention of vertical transmission (PVT) of HIV program at selected antenatal clinics in Tshwane, South Africa. …”
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Evaluating Competency Development and Academic Outcomes: Insights from Six Semesters of Data-Driven Analysis by Enrique Solera, Ernestina Menasalvas, Mario Martín, Marta Zorrilla, Danilo Valdés-Ramírez, Genaro Zavala, Raúl Monroy

“…First, we evaluate whether initially enrolling in a generic area before selecting a specific program improves long-term student outcomes. …”
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Pyruvate dehydrogenase deficiency in a young boy: a clinical case by Galina Yu. Poretskova, Elena A. Kalinina, Natalia N Korotkova, Olga G. Bolgarova, Natalia N. Kuznetsova, Shamil I. Gaisin, Elizaveta O. Beschastnaya

“…CONCLUSION: Early diagnosis and initiation of therapy is crucial for the physical and neuropsychiatric development of children with this pathology. …”
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Data-Driven Mobile Health: System Identification and Hybrid Model Predictive Control to Deliver Personalized Physical Activity Interventions by Mohamed El Mistiri, Owais Khan, Cesar A. Martin, Eric Hekler, Daniel E. Rivera

“…Mixed partitioning of estimation and validation data is applied to estimate ARX models for an illustrative participant, selecting the model with the best performance over a weighted norm balancing predictive ability with overall data fit. …”
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FAM46C Expression Sensitizes Multiple Myeloma Cells to PF-543-Induced Cytotoxicity by Annarita Miluzio, Federica De Grossi, Marilena Mancino, Stefano Biffo, Nicola Manfrini

“…FAM46C is a tumor suppressor initially identified in multiple myeloma (MM) but increasingly recognized for its role also in other cancers. …”
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Health-related quality of life outcomes among vedolizumab-treated patients with inflammatory bowel disease in the UK and Ireland: a 52-week observational study (OCTAVO) by Gareth Parkes, Ayesha Akbar, Ian Beales, Martin Buckley, Tom Creed, Said Din, Nikolas Plevris, Niamh Hogan, Nicola Heggs, Simon Meadowcroft, Mike Wallington, Aileen Fraser

“…Abstract Background Vedolizumab is a gut-selective, anti–lymphocyte trafficking biologic therapy for inflammatory bowel disease (IBD). …”
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Towards Sustainable Building Materials: An Experimental Investigation into the Effect of Recycled Construction Waste Aggregate on the Properties of High-Performance Concrete by Radoslav Gandel, Jan Jerabek, Andrea Peknikova, Libor Topolář, Oldrich Sucharda

“…This study presents a comparison of the mechanical properties of selected high-performance concrete mixtures, some of which contained a proportion of recycled concrete aggregate (15% or 30%) as a substitute for natural aggregate. …”
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Unimolecular near-infrared chemiluminescent reporter for cascaded multiplex imaging of ischemia-reperfusion injury in the liver-kidney axis by Bankang Ruan, Weiliang Deng, Jingjing Che, Shujuan Yi, Jie Liu, Weiping Xu, Yuyan Jiang, Ya zhou, Pan Xie, Huhai Zhang, Hongwen Zhao, Jiaguo Huang

“…HCL1 and HCL5 respectively emitting at 725 nm and 1025 nm are selected to construct a cascaded activatable reporter CAR for crosstalk-free duplex chemiluminescence imaging of interlinked biomarkers. …”
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Posterior fossa choroidplexus papilloma in the pediatric population: case series and literature review by Rodrigo Inácio Pongeluppi, Matheus Fernando Manzolli Ballestero, Marcelo Volpon Santos, Ricardo Santos de Oliveira

“…Gross total resection (GTR) was initially achieved in two patients. All patients showed clinical improvement. …”
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A comprehensive design for prevention and management of COVID-19 in a tertiary medical institution in Bangladesh by Chitto Ranjan Debnath, Md Saiful Islam Khan, Md Sakirul Islam Khan, Proggananda Nath, Lakshmi Narayan Majumder, Md. Sayem Monowar, Monalisa Khan, Farzana Islam, Hiroaki Nabeka, Tetsuya Shimokawa, Seiji Matsuda, Mamun Al Mahtab, Sheikh Mohammad Fazle Akbar

“…Based on their clinical status, 64 of them were initially selected for isolation (Isolation Group) and 66 recommended for hospitalization (Hospital Group) as per the direction of the “Central COVID-19 Control” Center. …”
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Industry 4.0 Technologies for Sustainable Transportation Projects: Applications, Trends, and Future Research Directions in Construction by Behzad Abbasnejad, Sahar Soltani, Alireza Ahankoob, Sakdirat Kaewunruen, Ali Vahabi

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Targeting Cancer with Paris’ Arrow: An Updated Perspective on Targeting Wnt Receptor Frizzled 7 by Kieran Hodson, Hector M. Arredondo, William E. Humphrey, Dustin J. Flanagan, Elizabeth Vincan, Karl Willert, Helen B. Pearson, Toby J. Phesse

“…FZD7 promotes tumour initiation, and emerging evidence implicates FZD7 in cancer stem cell maintenance and epithelial–mesenchymal transition (EMT), reinforcing its role in metastasis. …”
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Performance of wind assessment datasets in United States coastal areas by L. M. Sheridan, J. Wang, C. Draxl, N. Bodini, C. Phillips, D. Duplyakin, H. Tinnesand, R. K. Rai, J. E. Flaherty, L. K. Berg, C. Jung, E. Young, R. Kotamarthi

“…Department of Energy's Energy Transitions Initiative Partnership Project. At 23 coastal locations across the United States, dataset performance varies according to different evaluation metrics. …”
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Dose-dependent dual effects of HDAC inhibitors on glial inflammatory response by Samantha Mancino, Mariaserena Boraso, Andrea Galmozzi, Melania Maria Serafini, Emma De Fabiani, Maurizio Crestani, Barbara Viviani

“…Abstract Neuroinflammation is defined as a process that includes cellular responses designed to protect the central nervous system from external influences, and it initiates in cases of extreme deviations from homeostasis. …”
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Breeding report of a new mid-maturing sand pear cultivar Zheli No. 6 by DAI Meisong, CAI Danying, WANG Yuezhi, WEI Chunyan, SHI Zebin

“…Zheli No. 6 (original code: A14, also known as Wancui) is a mid-maturing, table pear (Pyrus pyrifolia L.) variety with excellent internal quality. The cultivar was selected from Cuiguan seedling population. The paternal parent was identified as Qingxiang through SNP molecular markers. …”
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