Clinical utility of artificial intelligence–augmented endobronchial ultrasound elastography in lymph node staging for lung cancerCentral MessagePerspective by Yogita S. Patel, BSc, Anthony A. Gatti, PhD, Forough Farrokhyar, MPhil, PhD, Feng Xie, PhD, Waël C. Hanna, MDCM, MBA

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Neonatal ventricular assist device implantation for high-risk hypoplastic left heart syndrome: How we do itCentral Message by Neel K. Prabhu, BSE, Steven W. Thornton, BS, Douglas M. Overbey, MD, Reid C. Chamberlain, MD, Nicholas D. Andersen, MD, Joseph W. Turek, MD, PhD, MBA

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Commentary: Add a ventricular assist device? Add a stent? A tree of decisions for small univentricular heartsCentral Message by Douglas M. Overbey, MD, MPH, Nicholas Andersen, MD, Joseph W. Turek, MD, PhD, MBA

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CSI feedback algorithm based on deep unfolding for massive MIMO systems by Yong LIAO, Gang CHENG, Yujie LI

“…In order to solve the problem that the channel state information (CSI) feedback algorithm based on deep learning in massive MIMO systems at present had too many parameters to be trained and could not be explained well, two CSI feedback algorithms based on depth expansion were proposed.The first one was approximate message delivery (AMP) algorithm based on learnable parameters.The learnable parameters in deep learning were used to replace the threshold value of the threshold function in the AMP algorithm and the parameters of the Onsage correction term.The nonlinear ability of threshold function in dealing with non-strict sparse data was enhanced.The other was the AMP algorithm based on convolutional network, which replaced the threshold function module with the convolutional residual learning module, and used the module to remove the Gaussian random noise generated by each iteration of the AMP algorithm.Simulation results show that the proposed two algorithms have better CSI feedback performance than AMP algorithm, and the AMP algorithm based on convolutional network has better CSI reconstruction performance than the representative method based on deep learning.…”
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The development of direct 3-dimensional printing of patient-specific mitral valve in soft material for simulation and procedural planningCentral MessagePerspective by Shokoufeh Cheheili Sobbi, MD, Milou Pauli, BSc, Marvin Fillet, BSc, Jos G. Maessen, MD, PhD, Peyman Sardari Nia, MD, PhD

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Input and Output as Reflected in Postgraduate Translation-Oriented Training. An ESP-Centred Approach by Maria Cristina MIUȚESCU

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Publishing neural networks in drug discovery might compromise training data privacy by Fabian P. Krüger, Johan Östman, Lewis Mervin, Igor V. Tetko, Ola Engkvist

“…Abstract This study investigates the risks of exposing confidential chemical structures when machine learning models trained on these structures are made publicly available. …”
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BERT and BERTopic for screening clinical depression on open-ended text messages collected through a mobile application from older adults by Moo-Kwon Chung, Sang Yup Lee, Taeksoo Shin, Ji Young Park, Sangwon Hwang, Min-Hyuk Kim, Jinhee Lee, Kyoung-Joung Lee, Hyo-Sang Lim, Erdenebayar Urtnasan, YeonSu Jung, Dan-Kyung Kim, Eunji Shin, Jin-kyung Lee

“…A total of 1,332 text messages collected from 230 participants were analyzed using BERT modeling to detect clinical depression, as screened by the PHQ-9. …”
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Training on Stimulating Moral Values through Storytelling Activities based on Panji Culture by Epritha Kurnia Wati, Ayu Titis Rukmana Sari, Salsabella Aurellya Prastysta Putri, Sausan Ghaida Izdihar, Alfina Fadya Rahmawati

“…The Panji-based Animated Fairy Tale Video Training for Early Childhood Moral Education aims to improve moral understanding in children through interesting and educational audiovisual media. …”
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Strength training among professional UCI road cyclists: Practices, challenges, and rationales. by Vidar Vikestad, Idar Kristian Lyngstad, Terje Dalen

“…In our study, we aimed to investigate professional road cyclists' practices in strength training, as well as their challenges with and rationales for strength training. …”
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Training in the speciality of General and Family Medicine in Angola: A cross-sectional study by Clara T.L. da Silva Fernandes, Isabel N. da Mata Ferreira, Manuel F.D. dos Santos, Paulo Santos

“…The survey was distributed via email and messaging platforms to all primary care doctors practising in Angola. …”
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Digital Fire and Salvage Unit: A New Level of Training for Emercom Cadets by Igor A. Malyj, Vladislav V. Bulgakov, Irina Yu. Sharabanova

“…In addition, the program provides a functional module “Forum” and “Personal messages”, designed for discussion between users of topical issues of training and professional activity.Conclusion. …”
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Commentary: Don't leave patients to their own devices: Consider long-term complications after percutaneous atrial septal defect closureCentral Message by Neel K. Prabhu, BSE, Joseph W. Turek, MD, PhD, Nicholas D. Andersen, MD

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Mobile Health Intervention Reduces Sedentary Time and Physical Inactivity in Patients with Cardiovascular Diseases after Discharge: Systematic Review and Meta-Analysis by Ryo Yoshihara, Masahiro Kitamura, Kodai Ishihara, Yuji Kanejima, Kazuhiro P. Izawa

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Routing Algorithm for Power Communication Networks Based on Serivce Differentiated Transmission Requirements by Songping XUE, Dequan GAO, Ziyan ZHAO, Yuqian LIN, Zejing GUANG, Dawei ZHANG

“…After undergoing over 8,000 training iterations, the algorithm demonstrates remarkable performance enhancements, outperforming traditional shortest path and load balancing algorithms in terms of routing selection capabilities. …”
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APPLICATION OF PHRASEOLOGICAL PATTERNS IN THE RECOGNITION OF CONTROLLER’S INSTRUCTIONS, FOR AIR TRAFFIC CONTROL TRAINING COMPLEXES

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Clinical Simulation Program for the Training of Health Profession Residents in Confidentiality and the Use of Social Networks by Alejandro Martínez-Arce, Alberto Bermejo-Cantarero, Laura Muñoz de Morales-Romero, Víctor Baladrón-González, Natalia Bejarano-Ramírez, Gema Verdugo-Moreno, María Antonia Montero-Gaspar, Francisco Javier Redondo-Calvo

“…Background: In the transition to a professional learning environment, healthcare professionals in their first year of specialized postgraduate clinical training (known as residents in Spain) are suddenly required to handle confidential information with little or no prior training in the safe and appropriate use of digital media with respect to confidentiality issues. …”
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Patient–Health Care Professional Communication via a Secure Web-Based Portal in Severe Mental Health Conditions: Qualitative Analysis of Secure Messages by Eva Meier-Diedrich, Carolyn Turvey, Jonas Maximilian Wördemann, Justin Speck, Mareike Weibezahl, Julian Schwarz

“… BackgroundPatients’ web-based access to their medical records and secure messaging (SM) via patient portals is becoming increasingly prevalent worldwide. …”
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Transforming a hospital's organizational culture to promote parent-child relationships and child development by Mariel Benjamin, Carrie Quinn, Aliza Pressman, Layla Fattah, Rebecca Parlakian, Ellen Galinsky, Blair Hammond

“…This project sought to shift the organizational culture of maternity and pediatric units at a hospital towards promoting early relationships and child development through a physical messaging campaign paired with staff training. This study examined whether the messaging campaign and staff training shifted staff's self-reported knowledge, attitudes, and behavior.MethodsNon-physician staff across six pediatric and maternity units in a large urban hospital participated in the intervention. …”
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THE PRACTICE OF USING DESIGN-THINKING TECHNIQUES IN THE “ONLINE ENTREPRENEURSHIP” TRAINING COURSE: FROM AN IDEA TO PROTOTYPING by N. F. Altukhova, E. V. Vasilieva

“…The paper examines the experience of applying new experimental education methods to the development of creative abilities, research skills and building communications in the staff training for technological entrepreneurship. Not long ago, universities began to include the technological business course into the educational process. …”
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