Evaluating and Improving Syndrome Differentiation Thinking Ability in Large Language Models: Method Development Study by Chunliang Chen, Xinyu Wang, Ming Guan, Wenjing Yue, Yuanbin Wu, Ya Zhou, Xiaoling Wang

“…This approach effectively generates high-quality instruction data that aligns with the unique characteristics of TCM syndrome differentiation thinking. …”
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Scalable evaluation framework for retrieval augmented generation in tobacco research using large Language models by Sherif Elmitwalli, John Mehegan, Sophie Braznell, Allen Gallagher

“…Abstract Retrieval-augmented generation (RAG) systems show promise in specialized knowledge domains, but the tobacco research field lacks standardized assessment frameworks for comparing different large language models (LLMs). …”
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Control problem for the impulse process under stochastic optimization procedure and Levy conditions by Ya. M. Chabanyuk, A. V. Nikitin, U. T. Khimka

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Differentiation of Pneumocystis jirovecii pneumonia from colonization: a clinical decision framework incorporating risk stratification and next-generation sequencing thresholds by Xiaoyan Sun, Peng Zhang, Kaiyu Zhang

“…A diagnostic model incorporating these four variables demonstrated excellent predictive capability, yielding an area under the receiver operating characteristic curve of 0.892 (P < 0.001; 95% confidence interval: 0.855–0.929). The optimal NGS sequence count threshold for differentiating PJP from colonization was determined to be 37, achieving a sensitivity of 91% and a specificity of 87.8% (area under the receiver operating characteristic curve: 0.964). …”
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Advanced Sensor Integration and AI Architectures for Next-Generation Traffic Navigation by Cosmina-Mihaela Rosca, Adrian Stancu, Ionuț-Adrian Gortoescu

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Optimal Sca-1-based procedure for purifying mouse adipose-derived mesenchymal stem cells with enhanced proliferative and differentiation potential by Xingyu Tao, Jialian Wang, Yuan Yan, Peifeng Cheng, Bin Liu, Huimin Du, Bailin Niu, Bailin Niu

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Hybridization of SMILES and chemical-environment-aware tokens to improve performance of molecular structure generation by Herim Han, Min Sun Yeom, Sunghwan Choi

“…Using the SMI + AIS representation, we evaluated its performance by comparing the predefined metric of generated structures in chemical structure generation based on latent space optimization. …”
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Highly efficient generation of mature megakaryocytes and functional platelets from human embryonic stem cells by Chuxin Chen, Ning Wang, Xueyan Zhang, Yingjie Fu, Zhiyong Zhong, Haibin Wu, Yaming Wei, Yuyou Duan

“…Abstract Background Platelet transfusion therapy has made a great breakthrough in clinical practice, and the differentiation of human embryonic stem cells (hESCs) to produce functional platelets has become a new potential approach, however, efficient generation of functional platelets still faces great challenges. …”
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An approach to forecast production profiles, oil-gas ratio and water contamination probabilistic assessment by D. V. Balin, O. V. Balina, E. I. Mamchistova

“…The variants of variables implementation were studied, the review of experimental designs and optimiza­tion algorithms was done. At the first step, the simulation model was history matched using Differential Evolution algorithm, since its initial version had problems with phase withdrawals and pressure dynamics. …”
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Enhancing Solid Oxide Fuel Cell Efficiency Through Advanced Model Identification Using Differential Evolutionary Mutation Fennec Fox Algorithm by Manish Kumar Singla, Jyoti Gupta, Ramesh Kumar, Pradeep Jangir, Mohamed Louzazni, Nimay Chandra Giri, Ahmed Jamal Abdullah Al-Gburi, E. I.-Sayed M. EI-Kenawy, Amal H. Alharbi

“…This research introduces a novel approach for optimal SOFC model identification using a differential evolutionary mutation Fennec fox algorithm (DEMFFA). …”
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Comprehensive evaluation framework for synthetic tabular data in health: fidelity, utility and privacy analysis of generative models with and without privacy guarantees by Mikel Hernandez, Mikel Hernandez, Mikel Hernandez, Pablo A. Osorio-Marulanda, Pablo A. Osorio-Marulanda, Mikel Catalina, Lorea Loinaz, Lorea Loinaz, Gorka Epelde, Gorka Epelde, Naiara Aginako

“…The framework was applied to three open-source medical datasets to evaluate synthetic tabular data generated by five generative models, both with and without differential privacy. …”
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Process optimization and evaluation of quality properties of natto with co-culture of Bacillus subtilis natto and Limosilactobacillus fermentum by Yi-Ni Ma, Xun Xu, Lai-Feng Chen, Jin-Ping Zhou, Zhen-Hui Cao, Qiu-Ye Lin

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Evaluation on AI-Generative Emotional Design Approach for Urban Vitality Spaces: A LoRA-Driven Framework and Empirical Research by Ruoshi Zhang, Xiaoqing Tang, Lifang Wu, Yuchen Wang, Xiaojing He, Mengjie Liu

“…To effectively utilize AI-generative design results for spatial vitality creation and evaluation, exploring whether generated spaces respond to people’s emotional demands is necessary. …”
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Generic multidimensional economic environmental operation of power systems using equilibrium optimization algorithm by Mohamed T. Mouwafi, Adel A. Abou El-Ela, Amany A. El-Hamoly, Ragab A. El-Sehiemy

“…The numerical results obtained by the proposed EOA are compared with other optimization techniques such as grey wolf optimization, particle swarm optimization (PSO), differential evolution algorithm, and other optimization techniques in the literature. …”
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Heuristics Algorithms for a Heterogeneous Fleets VRP with Excessive Demand for the Vehicle at the Pickup Points, and the Longest Traveling Time Constraint: A Case Study in Prasitsu... by Sasitorn Kaewman, Raknoi Akararungruangkul

“…We developed two metaheuristics&mdash;a differential evolution (DE) algorithm and an adaptive large neighborhood search (ALNS)&mdash;to solve the problem. …”
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A multi-objective bilevel optimisation evolutionary algorithm with dual populations lower-level search by Weizhong Wang, Hai-Lin Liu, Hongjian Shi

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An Expected Goals On Target (xGOT) Model: Accounting for Goalkeeper Performance in Football by Blanca De-la-Cruz-Torres, Miguel Navarro-Castro, Anselmo Ruiz-de-Alarcón-Quintero

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MDEALNS for Solving the Tapioca Starch Logistics Network Problem for the Land Port of Nakhon Ratchasima Province, Thailand by Chakat Chueadee, Preecha Kriengkorakot, Nuchsara Kriengkorakot

“…<i>Methods</i>: The adaptive large neighborhood search (ALNS) algorithm, combined with the differential evolution (DE) approach, was used for the problem analysis, and this method was named modified differential evolution adaptive large neighborhood search (MDEALNS) is a new method that includes six steps, which are (1) initialization, (2) mutation, (3) recombination, (4) updating with ALNS, (5) Selection and (6) repeat the (2) to (5) steps until the termination condition is met. …”
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Evaluation Method of Hydro-wind-photovoltaic Resource Complementarity and Scheduling Complementarity by WU Xinyu, SONG Yuhang, ZENG Boyu, WANG Yuxuan, TIAN Dahui, ZHANG Jiaao

“…Based on discrete differential dynamic programming, an optimal scheduling model is developed for both the hydropower standalone generation system and the hydro-wind-photovoltaic energy complementary system. …”
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Use of artificial neural network for optimization of irreversibility analysis in radiative Cross nanofluid flow past an inclined surface with convective boundary conditions by Ali Farhan, Zaib Aurang, Zafar Syed Sohaib, Khan Umair, Ahmed Muhammad Faizan, Elattar Samia, Khashi’ie Najiyah Safwa

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