YOLOX-SwinT algorithm improves the accuracy of AO/OTA classification of intertrochanteric fractures by orthopedic trauma surgeons by Xue-Si Liu, Rui Nie, Ao-Wen Duan, Li Yang, Xiang Li, Le-Tian Zhang, Guang-Kuo Guo, Qing-Shan Guo, Dong-Chu Zhao, Yang Li, He-Hua Zhang

“…Based on the actual clinical needs, after discussion, we integrated 8 subgroups into 5 new subgroups, and the dataset was divided into training, validation, and test sets by the ratio of 8:1:1. …”
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The role of FTO in m6A RNA methylation and immune regulation in Staphylococcus aureus infection-related osteomyelitis by Sijing Liu, Sijing Liu, Sijing Liu, Kai Li, Changhai Long, Mingwu Lao, Biao Ma, Changquan Liu, Haoyuan He, Chunjiang Wang, Wangzhu Chen, Bin Yu

“…Therefore, this study aims to investigate the role of m6A in S. aureus infection-related osteomyelitis and elucidate its underlying mechanisms.MethodsWe downloaded the S. aureus infection-related osteomyelitis infection dataset GSE30119 from the Gene Expression Omnibus database. …”
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Degassing at the Volcanic/Geothermal System of Kos (Greece): Geochemical Characterization of the Released Gases and CO2 Output Estimation by Kyriaki Daskalopoulou, Antonina Lisa Gagliano, Sergio Calabrese, Lorenza Li Vigni, Manfredi Longo, Konstantinos Kyriakopoulos, Giovannella Pecoraino, Walter D’Alessandro

“…V-SMOW for H, pointing to a geothermal origin with sometimes-evident secondary oxidation processes. The dataset presented in this work consists of sites that were repeatedly sampled in the last few years, with some of which being also sampled just before and immediately after the magnitude 6.6 earthquake that occurred on the 20th of July 2017 about 15 km ENE of the island of Kos. …”
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Nature and prevalence of long-term conditions in people with intellectual disability: retrospective longitudinal population-based study by Ashley Akbari, Navjot Kaur, Rania Kousovista, Gemma Lewin, Emeka Abakasanga, Rishika Shivamurthy, Georgina Cosma, Gyuchan Jun, Satheesh Gangadharan

“…Demographic data from the SAIL dataset reveal that the study population is predominantly White, with low levels of representation of non-White ethnic groups. …”
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Characterization of the procoagulant phenotype of amniotic fluid across gestation in rhesus macaques and humans by Chih Jen Yang, Lyndsey E. Shorey-Kendrick, Cristina Puy, Ashley E. Benson, Phillip A. Wilmarth, Ashok P. Reddy, Keith D. Zientek, Kilsun Kim, Adam Crosland, Chaevien S. Clendinen, Lisa M. Bramer, Olivia L. Hagen, Helen H. Vu, Joseph E. Aslan, Owen J.T. McCarty, Joseph J. Shatzel, Brian P. Scottoline, Jamie O. Lo

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Machine learning analysis of pathological images to predict 1-year progression-free survival of immunotherapy in patients with small-cell lung cancer by Hirotaka Matsumoto, Hiroaki Akamatsu, Nobuyuki Yamamoto, Yuki Sato, Daichi Fujimoto, Yoshihiko Taniguchi, Motohiro Tamiya, Yasuhiro Koh, Junya Fukuoka, Hisashi Tanaka, Naoki Furuya, Ryota Shibaki, Tsukasa Nozawa, Akira Sano, Yuka Kitamura, Takashi Kijima, Toshihide Yokoyama, Satoru Miura, Akito Hata, Jun Sugisaka

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Development of a Predictive Model of Occult Cancer After a Venous Thromboembolism Event Using Machine Learning: The CLOVER Study by Anabel Franco-Moreno, Elena Madroñal-Cerezo, Cristina Lucía de Ancos-Aracil, Ana Isabel Farfán-Sedano, Nuria Muñoz-Rivas, José Bascuñana Morejón-Girón, José Manuel Ruiz-Giardín, Federico Álvarez-Rodríguez, Jesús Prada-Alonso, Yvonne Gala-García, Miguel Ángel Casado-Suela, Ana Bustamante-Fermosel, Nuria Alfaro-Fernández, Juan Torres-Macho

“…XGBoost, LightGBM, and CatBoost algorithms were used to train different prediction models, which were subsequently validated in a hold-out dataset. <i>Results</i>: A total of 815 patients with VTE were included (51.5% male and median age of 59). …”
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MASFNet: Multi-level attention and spatial sampling fusion network for pine wilt disease trees detection by Dong Ren, Meng Li, Ziyu Hong, Li Liu, Jingfeng Huang, Hang Sun, Shun Ren, Pan Sao, Wenbin Wang, Jingcheng Zhang

“…We utilized UAVs to acquire images and randomly selected images with a resolution greater than 0.6 meters for annotation, creating a dataset of 2360 images for model training and test. …”
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Characteristics of the Small Bowel Lesions Detected by Capsule Endoscopy in Patients with Chronic Kidney Disease by Harunobu Kawamura, Eiji Sakai, Hiroki Endo, Leo Taniguchi, Yasuo Hata, Akiko Ezuka, Hajime Nagase, Takaomi Kessoku, Eiji Yamada, Hidenori Ohkubo, Takuma Higrashi, Yusuke Sekino, Tomoko Koide, Hiroshi Iida, Takashi Nonaka, Hirokazu Takahashi, Masahiko Inamori, Shin Maeda, Atsushi Nakajima

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Surgery for Patients With cT3/4N2M0, Stage IIIB NSCLC. Is It Time to Redefine Resectability? by J. Humberto Rodriguez-Quintero, MD, MPH, Rajika Jindani, MD, MPH, MS, Roger Zhu, MD, Isaac Loh, Mohamed K. Kamel, MD, Anne Montal, MD, Marc Vimolratana, MD, MS, Neel P. Chudgar, MD, Nitin Ohri, MD, MS, Balazs Halmos, MD, MS, Brendon M. Stiles, MD

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How far back do we need to look to capture diagnoses in electronic health records? A retrospective observational study of hospital electronic health record data by Tom Marshall, Elizabeth Sapey, Miles D Witham, Steve Harris, Rachel Cooper, Chris Plummer, Felicity Evison, James Wason, Heather J Cordell, Suzy Gallier, Fiona E Matthews, Ewan Pearson, Avan A Sayer, Mervyn Singer, Joanne Field, Mohammed Osman, Sian Robinson, Victoria Bartle, Thomas Scharf, Jadene Lewis, Rominique Doal, Peta le Roux, Ray Holding, Paolo Missier

“…For each diagnosis, we derived the number of patients with the diagnosis recorded at least once over the full 10-year lookback period, and then compared this with shorter lookback periods from 1 year to 9 years prior to the index admission.Results Seven of the top 10 most common diagnoses in the COPD dataset reached &gt;90% completeness by 6 years of lookback. …”
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Liraglutide Decreases Liver Fat Content and Serum Fibroblast Growth Factor 21 Levels in Newly Diagnosed Overweight Patients with Type 2 Diabetes and Nonalcoholic Fatty Liver Diseas... by Xinyue Li, Xiaojuan Wu, Yumei Jia, Jing Fu, Lin Zhang, Tao Jiang, Jia Liu, Guang Wang

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Factors associated with attention-deficit/hyperactivity disorder among Tunisian children by Asma Guedria, Asma Guedria, Asma Guedria, Mohamed Guedria, Manel Ben Fredj, Manel Ben Fredj, Randaline Ayoub, Randaline Ayoub, Randaline Ayoub, Hela Ben Abid, Hela Ben Abid, Hela Ben Abid, Ahmed Mhalla, Ahmed Mhalla, Ahmed Mhalla, Hela Slama, Hela Slama

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MP-LLAVRec: an agricultural product recommendation algorithm based on LLAVA and user modal preference by Peishan Li, Peishan Li, Peishan Li, Lutao Gao, Lutao Gao, Lutao Gao, Lilian Zhang, Lilian Zhang, Lilian Zhang, Lin Peng, Lin Peng, Lin Peng, Chunhui Bai, Chunhui Bai, Chunhui Bai, Linnan Yang, Linnan Yang, Linnan Yang

“…It consisted of three main components: (1) LLAVA data enhancement, which introduced a multimodal macromodel to improve the understanding of node attributes; (2) agricultural product association relationship fusion, which constructed and improved the complex association network structure among products to ensure that the system can better understand the substitution relationship, complementary relationship, and implied consumption logic among products; (3) user modal preference feature extraction block, which deeply mined the interaction data between consumers and products, and advanced the effective user feature information from the correspondence between global user representations and local modal user representations.Results and DiscussionWe conduct experiments on a real dataset from Amazon's large-scale e-commerce platform to verify the effectiveness of MP-LLAVRec. …”
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Cardiovascular function shows early impairment in asymptomatic adolescents diagnosed with type 1 diabetes mellitus: an ultrasound-derived myocardial work study by Martina Ghirardo, Martina Ghirardo, Irene Cattapan, Irene Cattapan, Jolanda Sabatino, Jolanda Sabatino, Alice Pozza, Alice Pozza, Jennifer Fumanelli, Jennifer Fumanelli, Martina Avesani, Joaquin Gutierrez De Rubalcava Doblas, Carlo Moretti, Biagio Castaldi, Giovanni Di Salvo

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Impact of Mandatory Preoperative Dental Screening on Infective Endocarditis in Patients Undergoing Surgical Valve Replacement by Lytfi Krasniqi, MD, Poul Erik Mortensen, MD, Emil Johannes Ravn, MD, Marlene Tofterup, MD, Henrik Nissen, MD, PhD, Christian Juhl Terkelsen, MD, PhD, DMSCi, Niels Holmark Andersen, MD, PhD, DMSCi, Ivy Modrau, MD, DMSCi, Kasper Stokbro, DDS, PhD, Jonas A. Povlsen, MD, PhD, Oke Gerke, MSc, PhD, DMSCi, Jesper Hallas, MD, DMSCi, Marie-Annick Clavel, DVM, PhD, Lars Peter Schødt Riber, MD, PhD, DMSCi, Jordi Sanchez Dahl, MD, PhD, DMSCi

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Improper lung volume-dose parameters are risk factors for acute fatal radiation pneumonitis among esophageal cancer patients receiving chemoradiotherapy: a case-control study by Ruinuo Jia, Liuyan Li, Xiaoyi Liu, Junqian Zhang, Shuoguo Li, Ziqi Wang, Jingxia Li, Bingyi Xu, Manxi Sheng, Lei Ni, Danni Yang, Shegan Gao, Shegan Gao, Shegan Gao

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Association of sodium–glucose cotransporter-2 inhibitors with mortality across the spectrum of myocardial infarction: a systematic review and meta-analysis by Michele Maremmani, Ramin Ebrahimi, Marco Centola, Felice Achilli, Valentina Capone, Eduardo Bossone, Christian Templin, Davide Di Vece

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Effect of Preadolescents&#x2019; Obesity on Inhibitory Control During Stop-Signal Task: A Functional EEG Network Study by Yuqin Li, Qian Yang, Yuxin Liu, Yutong Zheng, Jianfu Li, Chunli Chen, Baodan Chen, Dezhong Yao, Liang Yu, Peng Xu, Fali Li, Yi Liang

“…Utilizing a publicly available dataset, we aimed to investigate the relationships between childhood obesity and functional networks during the stop-signal task. …”
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Auditory confounds can drive online effects of transcranial ultrasonic stimulation in humans by Benjamin R Kop, Yazan Shamli Oghli, Talyta C Grippe, Tulika Nandi, Judith Lefkes, Sjoerd W Meijer, Soha Farboud, Marwan Engels, Michelle Hamani, Melissa Null, Angela Radetz, Umair Hassan, Ghazaleh Darmani, Andrey Chetverikov, Hanneke EM den Ouden, Til Ole Bergmann, Robert Chen, Lennart Verhagen

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