Multi-scale window transformer for cervical cytopathology image recognition by Jiaxiang Yi, Xiuli Liu, Shenghua Cheng, Li Chen, Shaoqun Zeng

“…Our work provides a reliable cytopathology image recognition method and helps establish computer-aided screening for cervical cancer. Our code is available at https://github.com/nmyz669/MWT, and our web service tool can be accessed at https://huggingface.co/spaces/nmyz/MWTdemo.…”
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Modeling Galaxies in the Early Universe with Supernova Dust Attenuation by Jed McKinney, Olivia R. Cooper, Caitlin M. Casey, Julian B. Muñoz, Hollis Akins, Erini Lambrides, Arianna S. Long

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Media Technologies of Attracting the Audience’s Attention on the Internet: Preserving Traditional Media’s Value Priorities by Media Technologies of Attracting the Audience’s Attention on the Internet: Preserving Traditional Media’s Value Priorities

“…However, the frequency of the use of these tools is quite small, which allows us to conclude that the value humanitarian potential of publications is preserved even in digital format. …”
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One to All: Toward a Unified Model for Counting Cereal Crop Heads Based on Few-Shot Learning by Qiang Wang, Xijian Fan, Ziqing Zhuang, Tardi Tjahjadi, Shichao Jin, Honghua Huan, Qiaolin Ye

“…A user-friendly interactive demo is available at http://cerealcropnet.com/, where researchers are invited to personally evaluate the proposed CHCNet. The source code for implementing CHCNet is available at https://github.com/Small-flyguy/CHCNet.…”
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Extended-MHD simulations of disruption mitigation via massive gas injection in SPARC by A. Kleiner, N.M. Ferraro, R. Sweeney, B.C. Lyons, M. Reinke

“…Recent developments to the M3D-C1 code enable higher fidelity modeling of disruptions, and can be applied in the design verification of reactor-scale tokamaks. …”
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<p><strong>Evaluation of different treatments in control of <em>Oligonychus afrasiaticus </em>in date palm orchards of Iran</strong></p><p><strong> </strong></p> by Masoud Arbabi, Masoud Latifian, Majied Askari, Mohammad Taghi Fasihi, Mohammad Reza Damghani, Nader Gholmohammad zadeh Khiaban, Horieh Rezai

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Abstract 041: Readmission Rates and Etiologies among Patients with Intracerebral Hemorrhage: A United States Nationwide Analysis by Ibrahim Laswi, Maryam Arabi, Yousef Al‐Najjar, Soha Dargham, Salman Al Jerdi, Charbel Abi Khalil

“…Methods We identified patients with a primary diagnosis of ICH (ICD‐10 code: I61.x) from 2016‐2019 using the Nationwide Readmission Database (NRD). …”
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Study protocol for a single-blind, parallel-group, randomised, controlled non-inferiority trial of 4-day intensive versus standard cognitive behavioural therapy for adults with obs... by David Mataix-Cols, Oskar Flygare, Erik Andersson, Sofia Dahlén, Volen Z Ivanov, Christian Rück, Filipa Sampaio, Ekaterina Ivanova, Robin Fondberg, Max Sannemalm, Sofia Asplund

“…B4DT has shown promising results in several uncontrolled and one small, randomised trial, but its non-inferiority to the gold standard treatment has not been established.Methods and analysis This single-blind, randomised controlled trial including 120 patients (60 per arm) will compare B4DT to individual CBT. …”
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Effect of bridgmanite-ferropericlase grain size evolution on Earth’s average mantle viscosity: implications for mantle convection in early and present-day Earth by Jyotirmoy Paul, Gregor J. Golabek, Antoine B. Rozel, Paul J. Tackley, Tomoo Katsura, Hongzhan Fei

“…In this study, we develop self-consistent 2-D spherical half-annulus geodynamic models of Earth’s evolution using the finite volume code StagYY to assess the role of grain size on lower mantle viscosity. …”
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Understanding turbulence suppression in JET D–T plasma with highly energetic fast ions via global gyrokinetic GENE simulations by A. Di Siena, J. Garcia, G. Merlo, A. Bañón Navarro, F. Sheffield, E. Poli, A. Ishizawa, Ye.O. Kazakov, J. Varela, T. Görler, F. Jenko, JET Contributors, the EUROfusion Tokamak Exploitation Team

“…Global gyrokinetic simulations using the GENE code are performed to analyze the turbulent transport and its stabilization mechanisms associated with the improved confinement observed in the experiment. …”
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Socioeconomic gradients of adverse birth outcomes and related maternal factors in rural and urban Alberta, Canada: a concentration index approach by Manoj Kumar, Khalid Aziz, Maria Ospina, Álvaro Román Osornio-Vargas, Charlene C Nielsen, Susan Crawford, Jesus Serrano-Lomelin

“…An area-level SES index derived from census data (2006) was linked to the postal code at delivery.Participants Women (n=3 30 957) having singleton live births with gestational age ≥22 weeks.Primary and secondary outcome measures We estimated concentration indexes to assess inequalities across SES gradients in both rural and urban areas (CIdxR and CIdxU, respectively) for spontaneous preterm birth (PTB), small for gestational age (SGA), large for gestational age (LGA), gestational hypertension, gestational diabetes, smoking and substance use during pregnancy and pre-pregnancy weight &gt;91 kg.Results The highest health inequalities disfavouring low SES groups were identified for substance abuse and smoking in rural areas (CIdxR−0.38 and −0.23, respectively). …”
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Optimized step size control within the Rosenbrock solvers for stiff chemical ordinary differential equation systems in KPP version 2.2.3_rs4 by R. Dreger, T. Kirfel, T. Kirfel, A. Pozzer, S. Rosanka, R. Sander, D. Taraborrelli, D. Taraborrelli

“…Our analysis indicates that the local error, which is the key factor for the step size selection, is often overestimated, leading to very small substeps. In this study, we optimized the first-order step size controller most commonly employed in Rosenbrock solvers. …”
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Measuring the Intracluster Light Fraction with Machine Learning by Louisa Canepa, Sarah Brough, Francois Lanusse, Mireia Montes, Nina Hatch

“…The intracluster light (ICL) is an important tracer of a galaxy cluster’s history and past interactions. However, only small samples have been studied to date due to its very low surface brightness and the heavy manual involvement required for the majority of measurement algorithms. …”
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595 Is PHASTR faster? A target trial emulation case study in the N3C by Steve Johnson, Carolyn Bramante, Til Stürmer, John Buse, Talia Wiggen, Jared Huling, Andrew Toler

“…Productivity was enhanced by reusing code workbooks and validated codesets from related N3C projects. …”
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HawkEars: A regional, high-performance avian acoustic classifier by Jan Huus, Kevin G. Kelly, Erin M. Bayne, Elly C. Knight

“…Existing options for avian classifiers include small custom models for focal species or large models that attempt to classify the entire global avian community, which suggests a possible tradeoff between classifier performance and species coverage. …”
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A SAM-adapted weakly-supervised semantic segmentation method constrained by uncertainty and transformation consistency by Yinxia Cao, Xin Huang, Qihao Weng

“…The code is available at https://github.com/lauraset/SAM-UTC-WSSS.…”
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Prediction of biological evolution following blood product transfusion during liver transplantation: the contribution of machine learning to decision-making by Jacques Creteur, Thibault Martinez, Valerio Lucidi, Turgay Tuna, Florian Blanchard, Olivier Duranteau, Benjamin Popoff, Axel Abels, Eric Savier, Patrizia Loi, Desislava Germanova, Anne Demulder

“…Despite these limitations, this study provides a reproducible framework for evaluating transfusion efficacy, supported by openly shared Python code and the application of Taylor diagrams for model evaluation.Conclusion While our models are unsuitable for routine clinical use, they highlight the potential of machine learning in transfusion medicine. …”
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Transparent reporting items for simulation studies evaluating statistical methods: Foundations for reproducibility and reliability by Coralie Williams, Yefeng Yang, Malgorzata Lagisz, Kyle Morrison, Lorenzo Ricolfi, David I. Warton, Shinichi Nakagawa

“…Our survey found room for improvement in more transparent reporting to ensure clear evaluation of statistical methods. Most notably, only a small proportion of articles reported a Monte Carlo uncertainty (17%; 17 out of 98), and 32% (32 out of 100) articles did not provide code. …”
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Label efficient phenotyping for Long COVID using electronic health records by Chuan Hong, Jun Wen, Harrison G. Zhang, Vidul Ayakulangara Panickan, Doris Y. Yang, Alicia W. Chen, Xin Xiong, Xuan Wang, Michele Morris, Sara Morini, Rahul Sangar, Andrew Dey, Malarkodi J. Samayamuthu, Katherine Liao, Clara-Lea Bonzel, Vidisha Tanukonda, Monika Maripuri, Jacqueline Honerlaw, Yuk-Lam Ho, Shyam Visweswaran, Isaac S. Kohane, Kelly Cho, Gabriel Brat, Zongqi Xia, Tianxi Cai

“…Abstract Long COVID poses a significant disease burden globally, but its heterogeneous presentation and unreliable coding practices render it difficult to study. Developing efficient phenotyping algorithms is crucial to enabling risk prediction and effective management of Long COVID. …”
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Prediction of volumetric radiation effect on natural convection with high Rayleigh number using lattice Boltzmann-control volume finite element method by Mohieddine Ben Salah, Ayoub Msaddak, Talal Alqahtani, Salem Algarni, Faouzi Askri, Badr M. Alshammari, Lioua Kolsi

“…The considered problem finds applications in many high temperatures industrial applications, such us solar concentration designs, rocket propulsion systems, boilers, combustion chambers, reactors, etc. A computer code based on LB-CVFEM was developed for solving this combined problem. …”
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