Criteria-calibration approaches to deep learning-based cervical cancer radiation treatment auto-planning by Yongguang Liang, Jingru Yang, Shuoyang Wei, Yanfei Liu, Shumeng He, Kang Zhang, Jie Qiu, Bo Yang

“…Materials and methods We retrospectively collected a routine cervical cancer dataset (200 cases) to conduct the KBP pipelines for automatically generating radiation planning, and a small number of ovarian-protection and myelosuppressive datasets (21 cases) to calibrate and evaluate the dose prediction model. …”
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Repetitive Transcranial Magnetic Stimulation targeted with MRI based neuro-navigation in major depressive episode: a double-blind, multicenter randomized controlled trial. by Bruno Millet, Ghina Harika-Germaneau, Redwan Maatoug, Florian Naudet, Jean-Michel Reymann, Valérie Turmel, Jean-Marie Batail, Jacques Soulabaille, Nematollah Jaafari, Dominique Drapier

“…No difference was evidenced for secondary outcomes at D44 whether it concerns remission at D44 (relative risk, 0.82; 95% CI, 0.36 to 1.88), or BDI results (difference in means, 0,01; 95% CI, -3.06 to 3.26), or SRRS results (difference in means, 0.11; 95% CI, -2.42 to 5.02). …”
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Joule Heating in Grounding Electrodes Under Fault Conditions: Effects on System Potentials and Electrode Efficiency by Gabriel Asensio, Eduardo Faleiro, Jorge Moreno, Daniel García, Gregorio Denche

“…The proposed model provides a practical tool for evaluating the thermal performance of grounding systems under extreme conditions, offering insight into design optimization and material selection.…”
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Pulse‐Level Quantum Robust Control with Diffusion‐Based Reinforcement Learning by Yuanjing Zhang, Tao Shang, Chenyi Zhang, Xueyi Guo

“…In large‐scale experiments with repeated gate operations, PQC‐DBRL demonstrates significantly higher resilience to cumulative errors, maintaining fidelity advantages even after 200 gate repetitions. Additionally, when evaluated across different Hamiltonian variations, PQC‐DBRL shows smaller fidelity variance compared to GRAPE, indicating higher robustness against system parameter fluctuations. …”
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Upper-Bound Analysis of Slope Reliability Considering Anisotropic Spatial Variability and Reinforcement with Anti-slide Piles by ZHAO Zi-hao, WANG Jia-rui, FU Tao-tao, ZHU En-lin

“…However, a significant difference in the optimal pile position is observed between the two typical anisotropic random fields. …”
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Estimation of Elasticity of Porous Rock Based on Mineral Composition and Microstructure by Zaobao Liu, Jianfu Shao, Weiya Xu, Chong Shi

“…In this study, 37 samples are collected to evaluate the estimations of the ECS obtained by different methods. …”
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Production of mortar with calcined alum sludge as partial cement replacement by Wong Ai Wei, Chew Hoong Yuin, Bashir Mohammed J. K., Aldahdooh Majed A. A., Ng Choon Aun

“…This study aimed to produce mortar using alum sludge calcined at different temperatures (600 – 900 ºC). After the optimal calcination temperature was selected, the calcined alum sludge was used to replace 5, 10, and 15 % of cement by mass in mortar. …”
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Information coevolution spreading model and simulation based on self-organizing multi-agents by Guoxin Ma, Kang Tian, Hongbo Sun, Hong Zhao, Yongyan Wang

“…While agent-based models (ABMs) are well-suited for modeling single-type contagion dynamics, they struggle to represent the microscopic interdependencies of co-evolving information types within different network topologies. This paper proposes a multi-information co-evolution propagation model based on self-organizing multi-agents, breaking through the limitations of traditional threshold spreading models and agent-based models. …”
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CMOS-fabricated dielectrophoretic chip with embedded 3D TiN nano-electrode arrays for sperm capture and sperm damage reduction by I-Hsuan Liao, Jeng-Huei Shiau, Chao-Min Cheng

“…It provides a stable operating environment under strong electric fields with minimal Joule heating interference.Methods:In the experiments, we evaluated the effects of different waveforms and capture spaces on the capture efficiency of boar and bovine sperms.Results and discussionThe results showed that square waves improved capture efficiency by approximately10% and confirmed that the capture space must exceed half the sperm length to enhance efficiency. …”
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Expert decision-making in clinicians: An auto-analytic ethnographic study of operational decision-making in urgent care. by Nicola Irvine, Robert Van Der Meer, Itamar Megiddo

“…<h4>Conclusion</h4>Expert clinicians employ intuitive decision-making supported by rational analysis in early urgent care decision-making. Expert solutions generated in this manner are pragmatic rather than optimal, context dependent, and seek to achieve goals which vary from moment-moment. …”
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Effects of pruning on canopy microenvironment, branch composition and nut quality in Xinjiang walnut by HAN Liqun, ZHAO Yu, ZHAO Guoqing, ZHANG Hui, MA Kai

“…Based on the comprehensive evaluation, mechanical and manual-assisted pruning emerged as the optimal pruning model. …”
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Enhancing Sentiment and Emotion Classification with LSTM-Based Semi-Supervised Learning by Rochmat Husaini, Nur Heri Cahyana, Wisnalmawati Wisnalmawati, Tri Mardiana, Yuli Fauziah

“…The evolution of sentiment analysis has increasingly relied on semi-supervised learning (SSL) models, particularly due to their efficiency in utilizing large amounts of unlabeled data. …”
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Theoretical analysis of power control and energy efficiency in full-duplex massive MIMO systems by Kwame Salum Ibwe, Libe Valentine Massawe

“…An adaptive algorithm is also proposed to dynamically adjust SI cancellation for optimal EE–SE trade-off. Numerical results evaluate the system’s performance across different interference levels, antenna configurations, and distances, highlighting the role of adaptive SI mitigation. …”
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Research on Development Status and Implementation Path of Wind-Solar-Water-Thermal-Energy Storage Multi-Energy Complementary Demonstration Project by KANG Junjie, ZHAO Chunyang, ZHOU Guopeng, ZHAO Liang

“…This paper focused on the evaluation of wind and solar resources, new energy site planning, total installed capacity and optimal power ratio, optimal allocation of energy storage, coordinated control technology to ensure safety and stability and economic evaluation indicators of the project, so as to extract the general process and development mode suitable for the construction and promotion of multi-energy complementary projects. …”
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Viability Study of SYCL as a Unified Programming Model for Heterogeneous Systems Based on GPUs in Bioinformatics by Manuel Costanzo

“…Using the SYCLomatic tool, a complete migration of the CUDA code to SYCL was carried out, which involved modifying the generated code and solving runtime errors. Additionally, the functionality was verified, optimizations were applied, and the resulting SYCL code was standardized to be compatible with other SYCL implementations. …”
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El método de elementos finitos como alternativa en el cálculo de engranajes. // The finite elements method as altenative in gear design. by G. González Rey, P. Frechilla Fernández, R. José García Martín

“…The main reasons for this fact are conditioned, firstly, for the complex design of gears<br />due to the number of variables, limitations and relationships involve, and secondly, the particularity that each case of<br />optimization take in count function objectives, restrictions and independent variables generally different. …”
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Cognitive link adaptation via modulation scheme classification in narrowband networks under AWGN and SUI channel conditions by Fatima Ismail, Sajid Gul Khawaja, Asad Mansoor Khan, Umer Hameed Shah, Muhammad Usman Akram, Arslan Shaukat

“…A detailed MATLAB simulation was built and signals were transmitted over different channels (AWGN and SUI Stanford University Interin) for evaluation over different frequency ranges. …”
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The sustainable energy development dilemma in European countries: a time-series cluster analysis by Víctor Dugo, David Gálvez-Ruiz, Pilar Díaz-Cuevas

“…Abstract Background Measuring the evolution of countries in various related dimensions is essential for the evaluation of progress and compliance with the set of sustainable development goals. …”
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A new dimension of simplified science communication: the easiness effect of science popularization in animated video abstracts by Sara Salzmann, Charlotte Walther, Kai Kaspar

“…Also, the video-based debiasing intervention did not affect study evaluation.DiscussionThe easiness effect can be reliably generated in video abstracts and it is very robust, as it persists even if a debiasing intervention is carried out beforehand. …”
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Segregating variation in the polycomb group gene cramped alters the effect of temperature on multiple traits. by Jean-Michel Gibert, François Karch, Christian Schlötterer

“…Therefore, natural populations continuously adapt to environment heterogeneity to maintain optimal phenotypes. It generates a high genetic variation in environment-sensitive gene networks, which is thought to facilitate evolution. …”
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