End-to-end dataflow engineering framework of honey manufacturing from intermediates to process by TAS1R2@AuNPs/SPCE biosensor coupled with quality transfer principle by Xiaoyan Hu, Jingqi Zeng, Lijuan Ma, Xiaomeng Wang, Jing Du, Lu Yao, Zhisheng Wu

“…This study reported an original end-to-end dataflow engineering framework for the quality transfer principle to overcome the quality challenges in real-world honey manufacturing. Firstly, 650 pivotal data points of physical and chemical quality attributes from 65 batches of honey intermediates were characterized through multiple sensors, which included rheological properties, acidity, moisture, and sugars. …”
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Development of HfO₂-Based Solar-Blind SAW UV-C Sensor for Corona Discharge Detection Application by Hyunho Lee, Faisal Nawaz, Eeunsun Shim, Jinjae Lee, Cheol Choi, Keekeun Lee

“…The feasibility of the sensor for real-world applications was validated through successful testing under simulated corona discharge detection.…”
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Consistency Regularization for Semi-Supervised Semantic Segmentation of Flood Regions From SAR Images by G. Savitha, S. Girisha, Pundarika Sughosh, Dasharathraj K. Shetty, Jayaraj Mymbilly Balakrishnan, Rahul Paul, Nithesh Naik

“…Nonetheless, the lack of consistent large datasets presents a barrier that prevents these algorithms from progressing and being used in real-world scenarios. For this reason, the present study aims to develop a semi-supervised semantic segmentation algorithm for accurate flood region delineation in SAR data. …”
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Rebiopsy Enhances Survival with Afatinib vs. Osimertinib in EGFR Exon 19 Deletion Non-Small Cell Lung Cancer: A Multicenter Study in Taiwan by Jerry Shu-Hung Kuo, Cheng-Yu Chang, Shih-Chieh Chang, Yu-Feng Wei, Chung-Yu Chen

“…Conclusions: In this real-world study, Osimertinib achieved a significantly longer ToT compared to Afatinib in NSCLC patients with EGFR 19del and no brain metastases. …”
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Healthcare Utilization and Costs Among US Adolescents With Alopecia Areata by Markqayne Ray, Elyse Swallow, Kavita Gandhi, Christopher Carley, Vanja Sikirica, Travis Wang, Nicolae Done, James Signorovitch, Arash Mostaghimi

“…**Discussion:** This large-sample, real-world analysis found that adolescents with prevalent AA had significantly higher HCRU and all-cause costs than matched controls. …”
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Research on machine vision online monitoring system for egg production and quality in cage environment by Zhenlong Wu, Hengyuan Zhang, Cheng Fang

“…This refined model was implemented on Jetson AGX Orin industrial computer to facilitate real-world applications. To diverse operational needs, two distinct post-processing algorithms were developed: one for counting eggs and detecting abnormalities during robotic patrols, and another for assessing egg quality through fixed video streams, which measured crucial parameters such as egg dimensions and shape indexes. …”
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Association between polypharmacy and falls in older adults: a longitudinal study from England by Nafeesa N Dhalwani, Melanie J Davies, Kamlesh Khunti, Harini Sathanapally, Radia Fahami, Sam Seidu

“…Further exploration of the effects of these complex drug combinations in the real world with a detailed standardised assessment of polypharmacy is greatly required along with pragmatic studies in primary care, which will help inform whether the threshold for a detailed medication review should be lowered.…”
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Approaches for the measurement of lateral dimensions of graphene oxide flakes using scanning electron microscopy by Giovanni Chemello, Konstantinos Despotelis, Keith R Paton, Charles A Clifford, Andrew J Pollard, Jörg Radnik, Vasile-Dan Hodoroaba

“…A measurement procedure for Scanning Electron Microscopy (SEM) including sample preparation, measurement, image analysis and reporting was developed and validated to be applied for the lateral size analysis of ‘real-world’ 2D flakes. Samples were produced for analysis by drop casting GO dispersions onto Si/SiO _2 substrates. …”
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Education strategies are the most commonly used in pediatric rehabilitation implementation research: a scoping review by Sahar Ghahramani, Sophia C. Larson, Allison J. L’Hotta, Kelly M. Harris, Kim Lipsey, Elvin H. Geng, Lisa A. Juckett, Catherine R. Hoyt

“…However, implementing interventions in real-world settings remains a challenge. This scoping review aimed to summarize the characteristics, implementation strategies, and outcomes of implementation studies in pediatric rehabilitation. …”
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A Novel Mobility Concept for Terrestrial Wheel-Legged Lunar Rover by Mubarak Yakubu, Yahya Zweiri, Laith Abuassi, Rana Azzam, Ahmad Abubakar, Amna Busoud, Lakmal Seneviratne

“…A prototype space rover, the Khalifa University Space Rover (KUSR), was built based on the proposed system and tested in both simulations and real-world experiments. A series of tests were conducted to compare the performance of KUSR with that of the Rashid rover and the Japan Aerospace Exploration Agency’s MMX rover. …”
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Voice pathology detection using machine learning algorithms based on different voice databases by Nurul Mu'azzah Abdul Latiff, Fahad Taha Al-Dhief, Nurul Fariesya Suhaila Md Sazihan, Marina Mat Baki, Nik Noordini Nik Abd. Malik, Musatafa Abbas Abbood Albadr, Ali Hashim Abbas

“…More importantly, most existing studies rely on training and testing algorithms based on the same database, limiting their applicability in real-world scenarios with diverse data sources. Unlike traditional approaches that focus solely on single-database training and testing, this study presents a cross-database evaluation strategy to assess the robustness and generalizability of machine learning algorithms for voice pathology detection. …”
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Business Venturing in Regulated Markets—Taxonomy and Archetypes of Digital Health Business Models in the European Union: Mixed Methods Descriptive and Exploratory Study by Sascha Noel Weimar, Rahel Sophie Martjan, Orestis Terzidis

“…First, a business model taxonomy for DHTs was developed based on a systematic literature review, the analysis of 169 European real-world business models, and qualitative evaluation through 13 expert interviews. …”
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Learning from Demonstrations and Human Evaluative Feedbacks: Handling Sparsity and Imperfection Using Inverse Reinforcement Learning Approach by Nafee Mourad, Ali Ezzeddine, Babak Nadjar Araabi, Majid Nili Ahmadabadi

“…Nevertheless, demonstrations are sparse and inaccurate in almost all real-world problems. Complementary information is needed to compensate these shortcomings of demonstrations. …”
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Advancing soil-structure interaction (SSI): a comprehensive review of current practices, challenges, and future directions by Imtiyaz Akbar Najar, Raudhah Ahmadi, Akeem Gbenga Amuda, Raghad Mourad, Neveen El Bendary, Idawati Ismail, Nabilah Abu Bakar, Shanshan Tang

“…The review identifies key gaps, including a lack of unified guidelines in international codes, inadequate integration of SSI in real-world design processes, and limited exploration of its role in emerging engineering challenges like sustainability and climate resilience. …”
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Activity of ceftolozane/tazobactam and comparators against gram-negative bacilli: Results from the Study for Monitoring Antimicrobial Resistance Trends (SMART – Brazil), 2018‒2021... by Amanda Azevedo Bittencourt, Vinicius Lima Faustino, Paula de Mendonça Batista, Lays Paulino Leonel, Marina Della Negra de Paula, Thales José Polis

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Improving remote sensing dehazing quality through local hybrid correction and optimization of atmospheric attenuation model based on wavelength by Daihong Zhao, Kun Shi, Zheng Li, Zheng Li, Meixiang Chen

“…Additionally, we refined the transmittance attenuation model using light reflection at the 550 nm wavelength from verdant landscapes, which improved the model’s alignment with real-world conditions. This approach was not only effective for this wavelength but could adapt to other wavelengths in future studies. …”
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Integrating a quality improvement experiential platform into medical student education by Amy S. Stanley, René M. Kronlage, Miranda J. Reid, Hannah G. Rains, Colleen J. Kalynych, Michele N. Lossius, Janice A. Taylor, Carolyn K. Holland

“…The project established a peer-taught hands-on learning platform in a student-run clinic allowing participants to learn and apply QI/PS concepts and tools in a real-world clinic environment. The aims were to assess students’ perceptions in regard to (1) student confidence in quality improvement (QI) methodology, and (2) competency in executing QI initiatives in healthcare as measured by a post-participation survey. …”
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A Novel Model Using ML Techniques for Clinical Trial Design and Expedited Patient Onboarding Process by Iyer A, Narayanaswami S

“…ANN achieved a test accuracy of 0.73714, demonstrating its potential for real-world implementation in patient streamlining.Discussion: The study highlights the effectiveness of ML models in improving clinical trial workflows. …”
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Economic and Clinical Impact of Stroke and Warfarin Use for Patients with Non-valvular Atrial Fibrillation by Li Wang, Elyse Fritschel, Onur Baser

“…**Background:** Atrial fibrillation (AF) is a common clinical problem and potent risk factor for stroke. However, real-world effectiveness and outcomes for AF patients are not well described. …”
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Munsell Soil Colour Prediction from the Soil and Soil Colour Book Using Patching Method and Deep Learning Techniques by Sadia Sabrin Nodi, Manoranjan Paul, Nathan Robinson, Liang Wang, Sabih ur Rehman, Muhammad Ashad Kabir

“…Lastly, this study provides insights into the application of the proposed techniques and analysis within real-world soil and provides results with higher accuracy with a limited number of soil samples, indicating the proposed method’s potential scalability and effectiveness with larger datasets.…”
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