Anticancer and cancer preventive activities of shogaol and curcumin from Zingiberaceae family plants in KG-1a leukemic stem cells by Pawaret Panyajai, Natsima Viriyaadhammaa, Sawitree Chiampanichayakul, Yasuhisa Sakamoto, Siriporn Okonogi, Toshiro Moroishi, Songyot Anuchapreeda

“…Methods Ten crude ethanolic extracts from each plant of the Zingiberaceae family were obtained using maceration techniques. …”
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Raspberry Pomace as a Good Additive to Apple Freeze-Dried Fruit Bars: Biological Properties and Sensory Evaluation by Urszula Szymanowska, Monika Karaś, Anna Jakubczyk, Janusz Kocki, Rafał Szymanowski, Ireneusz Tomasz Kapusta

“…ACE inhibition was quite similar for ethanolic and digest extracts, but much weaker for buffer extracts. The lowest EC50 value was 1.04 ± 0.03 mg/mL for the BP30 ethanolic sample. …”
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Efficient and Accurate Brain Tumor Classification Using Hybrid MobileNetV2–Support Vector Machine for Magnetic Resonance Imaging Diagnostics in Neoplasms by Mohammed Jajere Adamu, Halima Bello Kawuwa, Li Qiang, Charles Okanda Nyatega, Ayesha Younis, Muhammad Fahad, Salisu Samaila Dauya

“…MobileNetV2’s efficient architecture was leveraged for feature extraction, and SVM was used to enhance classification accuracy. …”
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Health Equity and Human Papillomavirus Vaccine Interventions for Adolescents: A Systematic Review by Sarah B. Maness, Lois Coleman Carpenter, Idara Akpan, Nubwa St. James, Daniela Romero-Cely, G. J. Corey Harmon, Miranda Cano, Erika L. Thompson

“…This review included a wide variation in study designs, limiting our ability to uniformly assess study conclusions.…”
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Carbohydrate-binding domain CBM63 of microbial expansin-like BsEXLX1 facilitates the adsorption of expansin-related proteins to hemicelluloses in plant secondary cell walls by Pramod Sivan, Deepika Dahiya, Ylenia Jabalera, Taru Koitto, Raul Perez-Jimenez, Ewa J. Mellerowicz, Emma Master, Francisco Vilaplana

“…Here, immunolocalization with fluorescence and transmission electron microscopy (TEM) were used to study the ability of a Bacillus subtilis expansin-like protein (BsEXLX1), a Phanerochaete carnosa loosenin protein (PcaLOOL12) and a fusion protein of PcaLOOL12 with the carbohydrate-binding module 63 (CBM63) of BsEXLX1 (i.e., PcaLOOL12-CBM63) to bind secondary cell walls (SCW) of aspen fibres, including fresh aspen wood, milled wood fibres (MWF) and MWF subjected to subcritical water extraction. …”
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Actinomycetota From Macroalgae as Rich Source for Natural Products Discovery Revealed Through Culture‐Dependent and ‐Independent Approaches by Mariana Girão, Adriana Rego, Ana C. Fonseca, Weiwei Cao, Zhongjun Jia, Ralph Urbatzka, Pedro N. Leão, Maria F. Carvalho

“…Dereplication of active extracts unveiled the presence of compounds that could explain most of the recorded results, but also unknown molecules in the metabolome of several strains, highlighting the opportunity for discovery. …”
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CGF Membrane Promotes Periodontal Tissue Regeneration Mediated by hUCMSCs through Upregulating TAZ and Osteogenic Differentiation Genes by Wenjing Li, Feifei Wang, Fusheng Dong, Zhiyong Zhang, Peng Song, Huizhen Chen, Jie Wang

“…The effects of the extracted CGF membrane on cell viability, osteogenic differentiation ability, osteopontin (OPN) expression, alkaline phosphatase (ALP) content, and osteogenic differentiation-related genes (Runt-related transcription factor 2 (RUNX2); osteocalcin (OCN); ALP), Tafazzin (TAZ) expression, and nuclear transfer were examined by MTT assay, alizarin red staining, immunofluorescence, enzyme-linked immunosorbent assay (ELISA), quantitative real-time polymerase chain reaction (qRT-PCR), and Western blot. …”
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Delivery of compassionate mental health care in a digital technology-driven age: protocol for a scoping review by David Wiljer, Rebecca Charow, Gillian Strudwick, Sanjeev Sockalingam, Timothy Zhang, Fiona Inglis, Mikayla Munnery, Brian Lo, Shuranjeet Singh Takhar

“…Identified articles will be independently screened for eligibility by two reviewers, first at a title and abstract stage, and then at a full-text level. Data will be extracted and compiled from eligible articles into a data extraction chart. …”
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SMS Scam Detection Application Based on Optical Character Recognition for Image Data Using Unsupervised and Deep Semi-Supervised Learning by Anjali Shinde, Essa Q. Shahra, Shadi Basurra, Faisal Saeed, Abdulrahman A. AlSewari, Waheb A. Jabbar

“…Notably, the K-means feature extraction with vectorizer achieved 91.01% accuracy, and the KNN-Flatten model reached 94.13% accuracy, emerging as the top performer. …”
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Epidemiology of developmental language disorder among children in the Arab countries: a scoping review by Iffat Elbarazi, Luai A Ahmed, Ghada S M Al-Bluwi, Rami H Al-Rifai, Asma AlNababteh, Alexandra Marquis

“…Only peer-reviewed publications were considered, and the study populations were required to consist of children without underlying medical conditions known to contribute to language or speech delay.Data extraction and synthesis Two reviewers independently performed abstract and full-text screening and extracted relevant data. …”
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DINCP: Dual Interaction Network for Digital Bathymetric Model Superresolution via Codebook Priors by Peikun Xiao, Jianping Wu, Shuo Ma, Haoming Jia, Yingjie Wang

“…These features are then used to replace the features extracted from LR DBM through feature matching, ensuring accurate reconstruction. …”
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Deep Learning-Based Detection and Digital Twin Implementation of Beak Deformities in Caged Layer Chickens by Hengtai Li, Hongfei Chen, Jinlin Liu, Qiuhong Zhang, Tao Liu, Xinyu Zhang, Yuhua Li, Yan Qian, Xiuguo Zou

“…To address the interference caused by chicken cages, an Efficient Multi-Scale Attention (EMA) mechanism was integrated into the Spatial Pyramid Pooling-Fast (SPPF) module within the backbone network, significantly improving the model’s ability to capture fine-grained beak features. Additionally, the standard convolutional blocks in the neck of the original model were replaced with Grouped Shuffle Convolution (GSConv) modules, effectively reducing information loss during feature extraction. …”
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WCS-YOLOv8s: an improved YOLOv8s model for target identification and localization throughout the strawberry growth process by Sheng Gao, Sheng Gao, Gongpei Cui, Qiaohua Wang

“…The self- developed SE-MSDWA module is integrated into the backbone network to improve the model’s feature extraction capability while suppressing redundant information, thereby achieving efficient feature extraction. …”
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Assessment of Academic Performance: A Shared Experience from Jazan Faculty of Medicine, Saudi Arabia, and a Proposal for Systematic Monitoring and Evaluation by Ibrahim M. Gosadi, Anwar M. Makeen

“…Results: In 2020, the total number of observations extracted from collected FAFs exceeded 5000 and were inserted into the Academic Performance Database. …”
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Shoreline time series analysis through the Isoradiometric method: Bridging landscape evolution and coastal management by F. Caldareri, N. Parrino, L. Balsamo, G. Dardanelli, S. Todaro, A. Sulli, A. Maltese

“…The increasing availability of remotely sensed data has enhanced our ability to monitor coastal evolution, yet extracting reliable time series for long-term analysis remains a challenge. …”
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Preoperative assessment of tertiary lymphoid structures in stage I lung adenocarcinoma using CT radiomics: a multicenter retrospective cohort study by Xiaojiang Zhao, Yuhang Wang, Mengli Xue, Yun Ding, Han Zhang, Kai Wang, Jie Ren, Xin Li, Meilin Xu, Jun Lv, Zixiao Wang, Daqiang Sun

“…Radiomic features were extracted from the tumor and peritumoral areas, with extensions of 2 mm, 4 mm, 6 mm, and 8 mm, respectively, and deep learning image features were extracted through a convolutional neural network. …”
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A machine-learning-based approach for active monitoring of blade pitch misalignment in wind turbines by S. Milani, J. Leoni, S. Cacciola, A. Croce, M. Tanelli

“…The methodology relies on features extracted from a limited set of sensors already integrated into modern wind turbine systems. …”
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Mapping the Research Landscape of Agricultural Sciences by Dmitry Devyatkin, Elena Nechaeva, Roman Suvorov, Ilya Tikhomirov

“…The high-level algorithm consists of (1) full-text collection from reliable sources; (2) the automatic extraction of research fields using topic modeling; (3) semi-automatic linking to scientometric databases; and (4) a statistical analysis of metrics for the extracted scientific areas. …”
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Research on deep learning model for stock prediction by integrating frequency domain and time series features by Wenjie Sun, Jianhua Mei, Shengrui Liu, Chunhong Yuan, Jiaxuan Zhao

“…At the implementation level, the original stock sequences are subjected to bidirectional feature extraction along both time and channel dimensions. NoGraphMixer is then used to construct implicit stock correlations. …”
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Effects of Dendrobium officinale Kimura & Migo flower flavonoids on cognitive function by regulating gut microbiota by Nanzhi Hu, Nanzhi Hu, Kaiyue Wang, Xing Ge, Xin Zhang, Xiaojie Zheng, Shifang Sun

“…Dendrobium officinale Kimura & Migo flower flavonoids (DOFF) can effectively regulate the structure of intestinal microbiota, antioxidant and anti-inflammatory functions.MethodsDOFF samples were extracted by water extraction assisted ultrasonic ethanol method. …”
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