Knowledge Distillation in Object Detection for Resource-Constrained Edge Computing by Arief Setyanto, Theopilus Bayu Sasongko, Muhammad Ainul Fikri, Dhani Ariatmanto, I. Made Artha Agastya, Rakandhiya Daanii Rachmanto, Affan Ardana, In Kee Kim

“…Edge computing, a distributed computing paradigm that places small yet capable computing devices near data sources and IoT sensors, is gaining widespread adoption in various real-world applications, such as real-time intelligent drones, autonomous vehicles, and robotics. …”
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The Effect of Coronary Artery Disease on the Prognosis of Hypertrophic Cardiomyopathy: A Multi-Center Cohort Study by Guoqing Hou, Qian Liao, Huihui Ma, Yan Shu, Shengzhi Zeng, Yongmei Zhou, Liangjun Luo, Gang Zhao, Tao He, Mingjiang Liu, Jianhong Tao, Wei Hua, Xiaoping Li

“…Background: There is a shortage of patients with hypertrophic cardiomyopathy (HCM) with concurrent coronary artery disease (CAD), and the influence of CAD on the prognosis of patients with HCM is uncertain. This real-world cohort study was conducted to evaluate the prognosis of patients with patients with CAD. …”
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Dealing with Complexity – Knowledge, design, and management of the built environment by Cesare Sposito, Francesca Scalisi

“…In this view, ‘complex’ should be brought back to its etymological meaning of ‘woven’ or ‘held together’, connecting different forms of knowledge in the virtuous circle of a body of knowledge articulated in a systemic view of the real world based on the principle of ‘co-evolution’ of social and ecological systems (of culture and nature) and the awareness that it determines; on the one hand, the interweaving of multiple causal chains (e.g., although the pandemic crisis is a health crisis it has also become a biological, ecological, economic, social, cultural and spiritual crisis) with interdependent effects, and on the other hand, effects that also retroact on causes since causality is circular. …”
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MathVision: An Accessible Intelligent Agent for Visually Impaired People to Understand Mathematical Equations by Muhammad Awais Ahmad, Tauqir Ahmed, Muhammad Aslam, Amjad Rehman, Faten S. Alamri, Saeed Ali Bahaj, Tanzila Saba

“…As there was no dataset available of mathematical equations with their natural language description, we created a custom dataset. We conducted real-world experiments in various visually impaired schools to see whether visually impaired students can understand mathematical equations by hearing the voice. …”
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Is global health truly global? A hashtag analysis of #GlobalHealth disparities on X by Zara Arshad, Pranav Sharma, Shweta Sharma, Mustafa Sajjad Cheema, Mustafa Sajjad Cheema, Charu Agarwal, Charu Agarwal, Tamara Tango, Tamara Tango, Farhan Bin Matin, Atanas G. Atanasov, Atanas G. Atanasov, Atanas G. Atanasov, Bodrun Naher Siddiquea, Maima Matin, Olga Adamska, Artur Stolarczyk, Rahul Kashyap, Rahul Kashyap, Faisal A. Nawaz, Faisal A. Nawaz

“…Most posts originated from the global north, which hints at how the trend to #GlobalHealth is not perhaps as global as it is thought to be, and it also reflects upon the real-world scenarios in the context of Global Health Equity. …”
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Assessing the role of Chemokine (C–C motif) ligand 14 in AKI: a European consensus meeting by Jay L. Koyner, Christian Arndt, Jaume Baldira Martinez de Irujo, Sílvia Coelho, Manuel Garcia-Montesinos de la Peña, Luca di Girolamo, Michael Joannidis, Pablo Jorge-Monjas, Christian Koch, Steven Lobaz, Alain Meyer, Marlies Ostermann, Nicoletta Pertica, John R. Prowle, Jon Silversides, Alexander Zarbock, Jorge Echeverri, Kai Harenski, Lui G. Forni

“…The level of concern for discussion on RRT initiation between High and Low, and between Medium and Low CCL14 levels, showed significant differences.Conclusion Real world urinary CCL14 use appears to provide improved care options to patients at risk for persistent severe AKI. …”
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RADAR-AD: assessment of multiple remote monitoring technologies for early detection of Alzheimer’s disease by Manuel Lentzen, Srinivasan Vairavan, Marijn Muurling, Vasilis Alepopoulos, Alankar Atreya, Merce Boada, Casper de Boer, Pauline Conde, Jelena Curcic, Giovanni Frisoni, Samantha Galluzzi, Martha Therese Gjestsen, Mara Gkioka, Margarita Grammatikopoulou, Lucrezia Hausner, Chris Hinds, Ioulietta Lazarou, Alexandre de Mendonça, Spiros Nikolopoulos, Dorota Religa, Gaetano Scebba, Pieter Jelle Visser, Gayle Wittenberg, Vaibhav A. Narayan, Neva Coello, Anna-Katharine Brem, Dag Aarsland, Holger Fröhlich, on behalf of RADAR-AD

“…Methods The RADAR-AD study was designed to evaluate the accuracy and validity of multiple RMTs in detecting functional decline across various stages of AD in a real-world setting, compared to standard clinical rating scales. …”
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Analyzing power errors in the optical pumping system of atomic spin comagnetometers by Jiale QUAN, Ye LIU, Longyan MA, Wenfeng FAN, Wei QUAN

“…This setup was designed to simulate real-world fluctuations in the pumping power that may occur during the comagnetometer operation. …”
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Acceptability, feasibility, and effectiveness of internet-based cognitive behavior therapy for obsessive–compulsive disorder (OCD-NET): a naturalistic pilot trial during the COVID-... by Elisabeth Kohls, Sabrina Baldofski, Julia Scholl, Oskar Flygare, Lina Lundström, Ursula Beyrich-Kolbus, Marc Steinbrecher, Christian Rück, Christine Rummel-Kluge

“…ICBT with therapist guidance significantly reduces OCD and depressive symptoms in real world settings. The results also suggest that this ICBT program could be integrated into routine psychiatric outpatient treatments. …”
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A protocol for mobilising novel finance models for collaborative health promotion and disease prevention initiatives: taking a smart capacitating investment approach in the Invest4... by Joanna Lane, Joanna Lane, Rhiannon T. Edwards, Balázs Babarczy, Holly Whiteley, Vidya Oruganti, Vidya Oruganti, Maureen Rutten-van Mölken, Caroline Costongs, Anant R. Jani, Sarah Wordsworth, Alison Maassen, Apostolos Tsiachristas, Jacob Davies, Bengt Stavenow, Jolanda van Vliet, Steve Wright, Steve Wright, Lina Papartyte, Jennifer Catherine Camaradou, Rositsa Koleva-Kolarova

“…Here we take that idea further by exploring the applicability of SCI to public health financing to improve population health and well-being.AimTo explore and develop innovative SCI models and tools that enable collaboration and investment across health ecosystems for enhanced health promotion and disease prevention, test them in diverse real-world settings, and create a roadmap for large-scale implementation.MethodsThe Invest4Health (I4H) project brings together transdisciplinary expertise in epidemiology, public health, health economics, population science, business management, finance, implementation and social sciences, digital health innovation, and regional health systems. …”
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Clozapine for Treatment-Resistant Disruptive Behaviors in Youths With Autism Spectrum Disorder Aged 10-17 Years: Protocol for an Open-Label Trial by André Luiz Schuh Teixeira da Rosa, Marina Ribeiro Barreto da Costa, Gabriela Bezerra Sorato, Felipe de Moura Manjabosco, Érica Bonganhi de Bem, Lucas Dellazari, Arthur Bezerra Falcão, Lucas de Oliveira Cia, Olivia Sorato Bezerra, Rogério Boff Borges, Luis Augusto Rohde, Ana Soledade Graeff-Martins

“…Adopting a pragmatic approach, this trial protocol aims to mirror real-world clinical settings, thereby enhancing the applicability and relevance of our findings. …”
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Clinical profile of an unselected population with heart failure treated with vericiguat in real life: differences with the VICTORIA trial by Alberto Esteban-Fernández, Alberto Esteban-Fernández, Alejandro Recio-Mayoral, Raquel López-Vilella, Raquel López-Vilella, Gregorio de Lara, Moisés Barrantes-Castillo, Inés Gómez-Otero, Inés Gómez-Otero, Julio Nuñez-Villota, Julio Nuñez-Villota, Julio Nuñez-Villota, Julio Nuñez-Villota, Carolina Robles-Gamboa, José López-Aguilera, Ángel Iniesta-Manjavacas, Paula Fluviá, Francisco Pastor-Pérez, Laia Belarte-Tornero, Gonzalo Alonso-Salinas, Pablo Díez-Villanueva

“…This study assessed the real-world use of vericiguat.Material and methodsThis cross-sectional, prospective and multicenter registry (VERISEC) included 776 patients from 43 centres in Spain between December 2022 and October 2023. …”
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Cardiovascular risk associated with glucagon-like peptide-1 receptor agonists versus other conventional glucose-lowering drugs in patients with type-2 diabetes: protocol for a nati... by François Schiele, Mikael Mazighi, Nicolas Danchin, Igor Sibon, Gilles Lemesle, Kamel Mohammedi, Laurent Fauchier, Bruno Detournay, Alexandre Caron, Corinne Emery, Camille Nevoret, Lucile Vigié, Christine Massien

“…However, the strict requirements of randomised controlled trials to avoid most confounding factors are at the expense of external validity. Using national real-world data, we aimed to evaluate the effectiveness of GLP-1RAs in association with metformin especially on cardiovascular events, hospitalisation for heart failure and all-cause death in comparison with other diabetes treatment schemes using dipeptidyl peptidase IV inhibitors, sulfonylureas/glinides or insulin also associated with metformin. …”
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A comprehensive, population level evaluation of previously reported drug triggers of pemphigus highlights immunomodulatory capacity as a common characteristic by Justin Baroukhian, Kristina Seiffert-Sinha, Animesh A. Sinha

“…Associations for other previously reported drugs (25/36) were not detected.Conclusions and relevanceThis study represents a comprehensive evaluation of suspected drug triggers of pemphigus using real-world data. The significant associations reported here provide empirical support for the hypothesis that certain drugs act as triggers for PV. …”
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Open-label dose-extending placebos for opioid use disorder: a protocol for a randomised controlled clinical trial with methadone treatment by Annabelle M Belcher, Thomas O Cole, Aaron D Greenblatt, Stephen W Hoag, David H Epstein, Michael Wagner, Amy S Billing, Ebonie Massey, Kristen R Hamilton, Zofia K Kozak, Christopher J Welsh, Eric Weintraub, Emerson M Wickwire, Eric D Wish, Ted J Kaptchuk, Luana Colloca

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Characteristics and outcomes of patients with LAM receiving sirolimus in France based on real-life data by Vincent Cottin, Vincent Cottin, Antoine Cases, Virginie Bourdin, Martine Reynaud-Gaubert, Sandrine Hirschi, Mallorie Kerjouan, Rémi Diesler, Rémi Diesler, Brieux Chardès, Stéphane Fiévez, Nada Assi, Aurélie Schmidt, Hélène Denis, Lidwine Wémeau-Stervinou, Yurdagul Uzunhan

“…Even though some of the results should be interpreted cautiously in the light of limitations related to the use of claims database, evolution of the disease and missing safety data, the information retrieved in this study is very valuable, as few studies provide real-world information on LAM populations.…”
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Performance of a hybrid capture-based target enrichment next-generation sequencing for the identification of respiratory pathogens and resistance-associated genes in patients with... by Wei-Yu Hsu, Ting-Wei Kao, Hsin-Ching Cho, Sheng-Yuan Ruan, Tai-Fen Lee, Yu-Tsung Huang, Jung-Yien Chien

“…The study facilitated the implementation of molecular diagnosis by presenting real-world data, whereas future studies are mandated to generalize such an approach toward different clinical settings.…”
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Modeling Portfolio Optimization based on behavioral Preferences and Investor’s Memory by vahideh mousavi kakhki, Sanaz Khatabi

“…However, these models often fail to capture the complexities of real-world investment decisions, which are often influenced by behavioral factors. …”
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Germline BRCA testing in Denmark following invasive breast cancer: Progress since 2000 by Aleksandar M. Kostov, Maj-Britt Jensen, Bent Ejlertsen, Mads Thomassen, Caroline Maria Rossing, Inge S. Pedersen, Annabeth H. Petersen, Lise Lotte Christensen, Karin A.W. Wadt, Anne-Vibeke Lænkholm

“…This observational cohort study presents real-world data on BRCA testing within the context of clinical practice challenges, including incomplete family history and under-referral. …”
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Lung function improvement on triple modulators: high-resolution, nationwide data from the Danish Cystic Fibrosis Cohort by Christian Leo-Hansen, Daniel Faurholt-Jepsen, Tavs Qvist, Christine Højte, Bibi U. Nielsen, Thomas Bryrup, Esben H. Henriksen, Terese Katzenstein, Marianne Skov, Inger H.M. Mathiesen, Majbritt Jeppesen, Søren Jensen-Fangel, Hanne V. Olesen, Frederik Fouirnaies Buchvald, Kim Gjerum Nielsen, Espen Jimenez-Solem, Christian Ritz, Tacjana Pressler, Mette F. Olsen, the TransformCF Study Group

“…Conclusions Using high-resolution data from a nationwide real-world setting, our study documents the impact of elexacaftor/tezacaftor/ivacaftor on lung function across subgroups based on age, disease severity and treatment history. …”
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