I-PAttnGAN: An Image-Assisted Point Cloud Generation Method Based on Attention Generative Adversarial Network by Wenwen Li, Yaxing Chen, Qianyue Fan, Meng Yang, Bin Guo, Zhiwen Yu

“…I-PAttnGAN uses the normalized flow model to extract the point cloud attention weights dynamically and then integrates the point cloud weights into image features to learn the transformation relationship between the weighted image features and the point cloud distribution, so as to realize the adaptive generation of the point cloud density and resolution. …”
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PZS‐Net: Incorporating of Frame Sequence and Multi‐Scale Priors for Prostate Zonal Segmentation in Transrectal Ultrasound by Jianguo Ju, Qian Zhang, Pengfei Xu, Tiange Liu, Cheng Li, Ziyu Guan

“…To overcome the limitation, a novel Prostate Zonal Segmentation Network (PZS‐Net), based on U‐Net, which learns critical cross‐frame information and multi‐scale features from sequential frames, is proposed. …”
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The Experience of Survivors of Firearm Suicide Attempts: A Retrospective Case Series by Jeffrey R. Savarino, MD, MPH, Emily Rubin, MD, JD, Peter T. Masiakos, MD, MS, Rachel McLellan, BA, Myron L. Rolle, MD, MSc, Pranav Nanda, MD, Christopher J. Stapleton, MD, Chana A. Sacks, MD, MPH

“…These data offer an ability to learn from the experience of survivors of firearm suicide attempts, a rare population.…”
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XCF-LSTMSATNet: A Classification Approach for EEG Signals Evoked by Dynamic Random Dot Stereograms by Tingting Zhang, Xu Yan, Xin Chen, Yi Mao

“…Meanwhile, the LSTMSAT Module, with its capability to learn long-term dependencies in time-series signals, is deployed to capture temporal continuity information. …”
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Exploratory study to examine the neuroendocrinological changes in typically developing adults during a music-related participatory practice using computer software by Yosuke Sugiyama, Sanae Tanaka, Sanae Tanaka, Aiko Komagome, Teruko Yuhi, Kazumi Furuhara, Haruhiro Higashida, Takahiro Tsuji, Takahiro Tsuji, Mitsuru Kikuchi, Mitsuru Kikuchi, Mitsuru Kikuchi, Chiharu Tsuji, Chiharu Tsuji

“…Considering the time it takes to learn and adapt to a typical customized CSCM, we simplified its use to allow participants to experience music-making within a short timeframe and set up two distinct workshops. …”
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Patient perspectives on acromegaly disease burden: insights from a community meeting by Shruti N. Shah, Kevin C. J. Yuen, Vivien Bonert, Wenyu Huang, Jill Sisco, Chrystal Palaty, Kristen Dancel-Manning, Nidhi Agrawal

“…There is a great need to learn more about the perspectives of patients living with acromegaly.MethodsAcromegaly Community hosted a virtual meeting in January 2021 and prepared a detailed report capturing participants’ input on acromegaly symptoms and current and future treatment approaches. …”
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A Hierarchical Graph-Enhanced Transformer Network for Remote Sensing Scene Classification by Ziwei Li, Weiming Xu, Shiyu Yang, Juan Wang, Hua Su, Zhanchao Huang, Sheng Wu

“…Extensive experimental results indicate that our proposed method effectively learns critical multiscale visual features and distinguishes between similar complex scenes, thereby significantly enhancing the accuracy of RSSC.…”
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Use of virtual reality to remotely train healthcare professionals in paediatric emergency tracheostomy skills: protocol for a multi-centre, non-inferiority educational intervention... by Jonathan R. Abbas, Noorulanne Younis, Emily Johnstone, Azita Rajai, Rachel Isba, Antony Payton, Brendan A. McGrath, Neil Tolley, Iain A. Bruce

“…A group of 69 healthcare staff and students will have one week to use the educational intervention as often as necessary to learn paediatric emergency tracheostomy skills. The primary outcome measure is skill performance in simulation in a pre- and post-intervention structure within subjects. …”
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Improving access to services in neuro-developmental disability: proceedings of a national meeting to advance community capacity by David B. Nicholas, Lucyna M. Lach, Samantha B. Sutherland, Joanne Maxwell, Stephanie McFarland, Anton R. Miller, Angela Clancy, Julie Scorah

“…Struggles included insufficient regional clarity on guiding principles for navigation services, a lack of resources relative to family need for services, and insufficient infrastructural supports in regions. Based on key learnings within and across regional groups, plans for regional development were strategized and shared.…”
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Quercetin can improve anesthesia induced neuroinflammation and cognitive dysfunction by regulating miR-138-5p/ LCN2 by Linjie Lou, Wanning Yu, Ying Cheng, Quan Lin, Yanyan Jiang, Dalong Wang, Lei Che, Meiqing Du, Shuai Wang, Haining Zhen

“…The capacity of the rats to learn and remember was tested using the Morris water maze test. …”
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Explanatory LSTM-AE-Based Anomaly Detection for Time Series Data in Marine Transportation by Zhan Wang, Mwamba Kasongo Dahouda, Hyoseong Hwang, Inwhee Joe

“…The normal behavior patterns of key metrics, such as temperature, pressure, and rotational speed, are learned and captured by this model, enabling abnormal states in these metrics to be accurately identified. …”
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Comparison of effectiveness in smoking cessation using nicotine replacement therapy and electronic cigarettes by Adrianna Kopaczyńska, Katarzyna Szafrańska, Szymon Niemirka, Aleksandra Janiak, Kinga Dominiczak, Łukasz Grądalski, Filip Dębicki

“…This article explores the complexities of nicotine addiction, highlighting its dual nature as both a learned behavior and a physical dependence. Despite approximately 70% of smokers expressing a desire to quit, achieving long-term cessation often requires multiple attempts, typically around six. …”
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Suyya’s Flood: Numerical Models of Kashmir’s Medieval Megaflood and Ancient Lake Kerewa Drainage Events by Muntaha Urooj, Roger Bilham, Bikram S. Bali, S. Imran Ahmed

“…A challenge for future study will be to date Kashmir’s ancient shorelines to learn how often landslides and major impoundment events may have occurred in the valley.…”
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Transitive reasoning in the adult domestic hen in a six-term series task by R. Degrande, O. Amichaud, B. Piégu, F. Cornilleau, P. Jardat, V. H.B. Ferreira, V. Colson, L. Lansade, L. Calandreau

“…Six hens were trained to learn direct relationships in a sequence of six arbitrary items (A > B > C > D > E > F) in a hybrid training procedure. …”
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Recurrent Thymic Carcinoma Treated With Median Sternotomy, Innominate Vein Replacement for Superior Vena Cava, and Iodide Implantation: A Case Report and Review of the Literature by Zhong‐zheng Chen, Wen‐dong Qu, Xing‐shu Zhang, Yong‐xiang Song

“…It emphasizes the importance of early diagnosis, complete surgical resection, and tailored adjuvant therapies, including chemotherapy, radiotherapy, and immunotherapy, to improve survival outcomes. The lessons learned from this case contribute to refining treatment strategies for similar cases, advocating for aggressive surgical approaches and the potential benefit of novel therapeutic agents in the management of advanced NETT.…”
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Adapting the WHO Safe Childbirth Checklist: A collaborative study in West Africa by Kadidiatou R. Kourouma, Tieba Millogo, Aissatou Diallo, Wambi M.E. Yaméogo, Marie L. Agbré-Yacé, Mamadou D. Baldé, Issaka Tiembré, Alexandre Delamou, Séni Kouanda

“…Aim: This study aimed to describe the WHO SCC adaptation process across Burkina Faso, Côte d’Ivoire, and Guinea, and the lessons learned. Setting: Adaptation processes were conducted in the above-mentioned countries. …”
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Impact of stain variation and color normalization for prognostic predictions in pathology by Siyu Lin, Haowen Zhou, Mark Watson, Ramaswamy Govindan, Richard J. Cote, Changhuei Yang

“…Abstract In recent years, deep neural networks (DNNs) have demonstrated remarkable performance in pathology applications, potentially even outperforming expert pathologists due to their ability to learn subtle features from large datasets. One complication in preparing digital pathology datasets for DNN tasks is the variation in tinctorial qualities. …”
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Organization of the fight against COVID-19 in a hospital institution. Cienfuegos Province, 2020-2021 by Vivian Isabel Chávez Pérez, Helvia Manuela Reyes Cabrera, Hilda María Delgado Acosta, Lourdes Elena Duany Badell

“…The After Action Review method was applied to study lessons learned. The information was obtained from interviews with ten key informants and from the statistics and human resources departments’ reports.…”
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The Assessment of Knowledge about Tourette’s Syndrome among Medical Students and Primary Physicians in Riyadh, Saudi Arabia: A Cross-Sectional Study by Anas A. Alalwan, Mohammad A. Alkhamis, Ahmad M. Samman, Enan H. M. Alsharif, Omar E. M. Tarabzoni, Ismail A. Khatri

“…Only 25.1% had ever heard of habit reversal; 70% wanted to learn more. Only 10% of physicians had treated a patient with TS. …”
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Attitude, Practice and Preparedness of Dental Practitioners for Providing Oral Care to Patients with Speech and Hearing Impairment by Khansa Rafi, Syed Masood-ul- Hasan, Saba Tabassum

“…Basic dental signs should be learned and mastered to engage patients more effectively via non-verbal communication. …”
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