An adaptive filter for anemia screening using deep convolutional neural network by Jose B. Lazaro, Jr., Jennifer C. Dela Cruz, Jocelyn F. Villaverde

“…Blood smear images from approximately 1,000 samples, sourced from rural clinics, community health programs, and mobile screening units, were preprocessed to enhance contrast and reduce noise. …”
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PHARMACODYNAMICS OF ORAL ANTICOAGULANTS IN PATIENTS WITH ATRIAL FIBRILLATION IN THE ACUTE PERIOD OF ISCHEMIC STROKE by V. I. Petrov, A. S. Gerasimenko, V. S. Gorbatenko, O. V. Shatalova

“…In this situation, a number of questions take rise: if it is possible to carry out thrombolytic therapy in the patients who have been taking anticoagulants; if it is worth resuming anticoagulant therapy after a stroke; when exactly this should be done; and what drugs should be used to prevent another stroke.The aim of this review was to summarize the available clinical guidelines and research results on the study of the anticoagu- lant therapy characteristics in patients with atrial fibrillation after an ischemic stroke.Materials and methods. For this review, the information presented in the scientific literature from open and available sourc- es, has been used. …”
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Supercritical carbon dioxide extraction of astaxanthin from Corynebacterium glutamicum by Jan Seeger, Maximilian Zäh, Volker F. Wendisch, Christoph Brandenbusch, Nadja A. Henke

“…Abstract Astaxanthin, a red carotenoid with potent antioxidant properties, holds significant value in the feed, cosmetics, and nutraceutical industries. While traditionally sourced from microalgae, Corynebacterium glutamicum, a well-established industrial microorganism, has been engineered to serve as an efficient host for astaxanthin production. …”
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Enhancing Concrete Sustainability: A Critical Review of the Performance of Recycled Concrete Aggregates (RCAs) in Structural Concrete by Alireza Alibeigibeni, Flavio Stochino, Marco Zucca, Fernando López Gayarre

“…However, pretreatment methods—mechanical, chemical, and thermal—along with optimized mix designs and the use of supplementary cementitious materials (SCMs) have shown to significantly improve the concrete properties of RCAs. …”
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Analysis of the availability and affordability of pharmaceuticals for children in need of palliative care by D. M. Medvedeva, I. A. Narkevich, O. D. Nemyatykh

“…Linear distribution index (LDI) was calculated to produce the best estimates of availability. Research data was sourced from AlphaRM (as of April 26, 2021) and International Medicine Reference Piece Data. …”
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The Use of Artificial Intelligence in Combating Financial Crimes and Money Laundering in International Trade A Data-Driven Analysis (2010–2024) by Balouz Mohamed

“…The primary objectives are to assess the development and effectiveness of AI-driven algorithms in detecting illicit transactions, analyze the role of machine learning in real-time monitoring and predictive analytics, and investigate regulatory and ethical challenges that constrain AI’s full potential in financial crime prevention. Employing a mixed-methods approach, the study integrates qualitative insights from case studies of major financial institutions and multinational corporations with quantitative analyses of AI adoption metrics, detection rates, and financial crime trends, drawing on data sourced from leading regulatory bodies such as the Financial Action Task Force, World Bank, and International Monetary Fund. …”
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The Impact of Physical Activity on Clinical Outcomes in Children with Cystic Fibrosis: A Narrative Review by Chiara Rosolia Capasso, Antonio Luca Miniato, Paola Di Filippo, Armando Di Ludovico, Sabrina Di Pillo, Francesco Chiarelli, Giuseppe Francesco Sferrazza Papa, Marina Attanasi

“…Emerging evidence supports the role of physical exercise in improving lung function, aerobic capacity, and quality of life in pediatric CF patients. Methods: We reviewed randomized clinical trials and observational studies from the last ten years, sourced from PubMed and Google Scholar. …”
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Life Cycle Assessment of Municipal Solid Waste Management Strategies in Babolsar: Evaluating Environmental Impacts and Energy Consumption by Babak Sheydaei, Gholamreza Nabi, Fatemeh Yazdian

“…Seven scenarios were examined, ranging from landfilling without energy recovery to advanced combinations incorporating composting, recycling, and energy recovery. Data were sourced from the Babolsar City Municipality, encompassing waste generation, composition, and current management practices. …”
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Product Development of High-Dose Ambroxol HCl Capsules for an n-of-1 Clinical Trial Involving Dutch Patients with Gaucher Disease Type 3 by Hoang Lan Le, Natalja Bouwhuis, Carla E. M. Hollak, Abraham J. Wilhelm, Anne-Loes E. Gerards, Yuma A. Bijleveld, Eleonora L. Swart

“…As an adequate commercial AMB formulation is unavailable for this high target dosage, we aimed to develop high-dose AMB capsules and assess the formulated capsule’s quality. <b>Methods</b>: AMB API was sourced and tested according to the requirements of the European Pharmacopoeia. …”
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Multi-Domain Feature Incorporation of Lightweight Convolutional Neural Networks and Handcrafted Features for Lung and Colon Cancer Diagnosis by Omneya Attallah

“…In addition, these deep features obtained from each network are distinctly integrated with handcrafted features sourced from temporal statistical attributes and texture-based techniques, including gray-level co-occurrence matrix and local binary patterns. …”
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Residual capsule network with threshold convolution and attention mechanism for forest fire detection using UAV imagery by Soufiane Ben Othman, Obaid Ali

“…Evaluated on a comprehensive UAV-sourced dataset of 14,140 images, ResCaps-TC-Attn-Fire achieves an impressive 99.78% accuracy, 99.7% precision, and 99.8% recall, surpassing existing methods like YOLOv3 (85.2%), ABi-LSTM (96.2%), and Enhanced YOLOv8n (99.0%). …”
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Machine learning and spatio-temporal analysis of meteorological factors on waterborne diseases in Bangladesh. by Arman Hossain Chowdhury, Md Siddikur Rahman

“…Therefore, this study aimed to fill this gap by investigating the spatio-temporal pattern and identifying the best tree-based ML models for determining the meteorological factors associated with waterborne diseases in Bangladesh.<h4>Methods</h4>This study used district-level reported cases of waterborne diseases (cholera, amoebiasis, typhoid and hepatitis A) obtained from the Bangladesh Bureau of Statistics (BBS) and meteorological data (temperature, relative humidity, wind speed, and precipitation) sourced from NASA for the period spanning 2017 to 2020. …”
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Impact of artificial intelligence-driven urban renewal strategies green economic efficiency and resident health in China by Jing Peng, Xin Fu, Yufan Peng, Yang Ding

“…It further explores how industrial structure rationalization, upgrading, and technological innovation capacity moderate these effects, aiming to provide actionable insights for sustainable urban governance.MethodsTo account for potential policy spillover effects, the study adopts a Difference-in-Differences (DID) approach integrated with a Spatial Durbin Model (SDM). …”
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The Therapeutic Potential of Cannabidiol in the Management of Temporomandibular Disorders and Orofacial Pain by Karolina Walczyńska-Dragon, Anna Kurek-Górecka, Jakub Fiegler-Rudol, Aleksandra Nitecka-Buchta, Stefan Baron

“…Relevant studies were sourced from PubMed, Scopus, and Web of Science databases. …”
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Association between out-of-pocket health expenditure and the disease burden of diabetes mellitus: insights from GBD 2021 by Luyou Dong, Zhifu Dong

“…This study analyzes the relationship between out-of-pocket (OOP) expenditure levels and the disease burden of diabetes mellitus, provides evidence-based recommendations for optimizing OOP expenditure strategies, and seeks to uncover any potential impact of healthcare inequalities on the disease burden of diabetes mellitus.MethodsThis cross-sectional study was performed among 36 countries with varying percentages of OOP payments from Health System in Transition. …”
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COMMUNICATION STRATEGIES AND TACTICS IN CRISIS SITUATIONS by Olena Danylina

“…The case-study analysis identified three overarching tactics of media behaviour: operational–informational (rapid dissemination of verified facts), analytical–interpretative (contextual explanation of cause-and-effect links), and mobilisation-oriented (stimulating collective action). Their optimal mix depends on crisis dynamics, while maximum effectiveness requires transparent sourcing, coordination with official bodies, and algorithmic content monitoring. …”
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Network Congestion Tracking and Detection in Banking Industry Using Machine Learning Models by Kingsley Ifeanyi Chibueze, Nwamaka Georgenia Ezeji, Nnenna Harmony Nwobodo-Nzeribe

“…This research utilizes a dataset sourced from MainOne Limited, which covered August 18th, 20th, 22nd, 23rd, and 24th, 2023, and included banking operation hours from 7 AM to 4 PM each day. …”
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Assessment of the Effect of Rosemary on Tomato Preservation. by Nanyanzi,Teopista

“…Fresh tomatoes were randomly sourced from local markets, and crude extracts were prepared from rosemary leaves using cold maceration. …”
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Machine learning-based brain magnetic resonance imaging radiomics for identifying rapid eye movement sleep behavior disorder in Parkinson’s disease patients by Yandong lian, Yibin Xu, Linlin Hu, Yuguo Wei, Zhaoge Wang

“…This study aims to develop and validate an magnetic resonance imaging (MRI) radiomics-based machine learning classifier to accurately detect RBD patients with Parkinson’s disease (PD). Methods Data from 183 subjects, including 63 PD patients with RBD, sourced from the PPMI database were utilized in this study. …”
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The therapeutic effect of antioxidant postbiotic cocktail in colitis mice: A promising approach to alleviate oxidative stress in two high-fat and normal-diet feeding mice by Niloofar Rezaie, Fahimeh Bagheri-Amiri, Shadi Aghamohammad, Shohreh Khatami, Malihe Talebi, Aria Sohrabi, Mohammad Reza Pourshafie, Mahdi Rohani

“…Therefore, in this study we aimed to assess the effectiveness of a novel postbiotic resulted from native probiotic Lactobacillus strains with robust antioxidant properties in ameliorating colitis in murine models fed with Normal-Diet or High Fat-Diet. Material and methods: Eighty-eight strains of Lactobacillus and Bifidobacterium sourced from human feces and milk were screened for antioxidant activity. …”
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