A Comprehensive Approach to Instruction Tuning for Qwen2.5: Data Selection, Domain Interaction, and Training Protocols by Xungang Gu, Mengqi Wang, Yangjie Tian, Ning Li, Jiaze Sun, Jingfang Xu, He Zhang, Ruohua Xu, Ming Liu

“…A fine-grained analysis of cross-domain interactions quantifies a near-linear competition between code and math, while showing that tool use data exhibits minimal interference. …”
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Enhanced Alzheimer’s Disease Prediction Through Integration of Protein-Protein Interaction Data and Meta-Learning by Hansa J. Thattil, M. N. Arunkumar, Francis Antony

“…Our approach utilized curated data from the Disease Gene Network Database (DisGeNET), a database of gene-disease associations, and protein-protein interaction data from the Search Tool for Retrieval of Interacting Genes/Proteins (STRING) dataset. …”
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INTERACTIONAL MODIFICATION LANGUAGE USED BY THE TEACHER IN ENGLISH CLASSROOM IN MTS PUI CIKASO by Elin Marlina, Dadang Solihat, Nida Amalia Asikin

“…The observation is conducted 8 times (8 meetings) where every meeting spends 40 minutes. Interview used to support the data about teacher’s opinion while using interactional modification language. …”
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Drugs used in pediatric intravenous therapy: a study on potentialy interactive combination by Tathiana Silva de Souza Martins, Zenith Rosa Silvino, Luciana Rodrigues Silva, Fernanda Faria Reis, Daniel Gomes Sousa

“…It was verified that most of the drugs used presented interactive potential; 60% of the sample had been exposed to the co-administration of antimicrobials. …”
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High‐resolution mapping of cancer cell networks using co‐functional interactions by Evan A Boyle, Jonathan K Pritchard, William J Greenleaf

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Advanced User Interaction with Urban Digital Twins using Large Language Models by K. Kanna, T. H. Kolbe

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Calculating Energy Levels of 48Cr using Skyrme (SLY5) Interactions by Sarah Darweesh, Firas Mageed

“…For nucleons that were outside closed and no core, they were calculated using skyrme interactions. The Skyrme (SLY5) was used as an efficient full-space two-body interaction, and the frozen orbitals and restricted occupations technique were adopted in the context of full-space calculation. …”
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Third generation antiepileptic drugs: mechanism of action, pharmacokinetics, interaction and use in childhood by Z. G. Tadtaeva, A. N. Galustyan, O. A. Gromova, I. S. Sardaryan

“…The review considers pharmacological characteristics of new antiepileptic drugs (AEDs) of the third generation such as eslicarbazepine, lacosamide, retigabine, perampanel, everolimus, brivaracetam, zonisamide. The data on the mechanisms of action, pharmacokinetics, drug interactions, indications for use and side effects are presented. …”
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The Complex Network Theory-Based Urban Land-Use and Transport Interaction Studies by Rui Ding

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Representing temporal concepts using redundant gestures in L2 ongoing interactions by Hiroki Hanamoto

“…Manual gestures and spoken messages are semantically and temporally related and work together to create and express a complete meaning. This study employs a data-driven approach to investigate how L2 learners spontaneously employ gestures to express temporal concepts in ongoing dyadic interactions using 11 recorded interactions among L2 learners. …”
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Cortical Adaptation Dynamics in Human-Exoskeleton Interaction Using Multi-Model AMICA by Jasim Naeem, Seongmi Song, Michael Nonte, Courtney A. Haynes, J. Cortney Bradford

“…This study aimed to investigate cortical dynamics during human-exoskeleton interactions using multi-model Adaptive Mixture ICA (AMICA), hypothesizing that the approach would separate EEG data into distinct phases corresponding to adaptation levels and reveal changes in brain area engagement over time. …”
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A survey of computational approaches for characterizing microbial interactions in microbial mats by Vanesa L. Perillo, Michael Nute, Nicolae Sapoval, Kristen D. Curry, Logan Golia, Yongze Yin, Huw A. Ogilvie, Luay Nakhleh, Santiago Segarra, Devaki Bhaya, Diana G. Cuadrado, Todd J. Treangen

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Identifying stakeholder priorities in use of wearable cameras for researching parent-child interactions by Andy Skinner, Andy Skinner, Ilaria Costantini, Ilaria Costantini, Chris Stone, Chris Stone, James Darios, Mike Gray, Iryna Culpin, Iryna Culpin, Rebecca M. Pearson, Rebecca M. Pearson

“…We captured the challenges experienced by a variety of stakeholders, namely parents and a range of different researcher roles (academics, field-workers and data processors) involved in a large UK study exploring parent-child interactions using low-cost, off-the-shelf WCs. …”
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Use of data-biased random walks on graphs for the retrieval of context-specific networks from genomic data. by Kakajan Komurov, Michael A White, Prahlad T Ram

“…Here, we have leveraged the method of random walks on graphs as a powerful platform for scoring network components based on simultaneous assessment of the experimental data as well as local network connectivity. Using this method, NetWalk, we can calculate distribution of Edge Flux values associated with each interaction in the network, which reflects the relevance of interactions based on the experimental data. …”
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Determinants of sustainable consumption: Moderating role of pandemic fear by Evi Susanti, Layla Hana Marisa, Endri Endri

“…The research findings also prove that relying on interactivity in the buying process encourages them to use e-commerce. …”
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Modular relations in work environments – Data-driven approaches to design their future by Paolo Tamborrini, Sofia Cretaio

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Assessing the Impact of Land Use on Dew Yield Using Remote Sensing Data in Taiwan by J. J. Lin, A. N. Arslan, A. N. Arslan

“…Dew condensation plays a significant role in hydrological cycles and resource management, particularly in regions with diverse climatic and land use conditions. This study integrates the Nocturnal Condensation Potential Index (NCPI) with satellite-derived Leaf Area Index (LAI) and Land Use/Land Cover (LULC) data to evaluate dew condensation potential across Taiwan from May 2016 to April 2017. …”
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Development of an Albanian Version of the Questionnaire on Teacher-Student Interaction by Edona Berisha Kida, Theodhori Karaj

“…The purpose was to adapt and develop an Albanian version of the widely used tool, the Questionnaire on Teacher-Student Interaction. …”
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Vehicle game lane-changing mechanism and strategy evolution based on trajectory data by Dayi Qu, Kedong Wang, Shouchen Dai, Yicheng Chen, Shanning Cui, Yuxiang Yang

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Comparative Analysis of Multi-Omics Integration Using Graph Neural Networks for Cancer Classification by Fadi Alharbi, Aleksandar Vakanski, Boyu Zhang, Murtada K. Elbashir, Mohanad Mohammed

“…The findings also suggest that correlation-based graph structures enhance the models&#x2019; ability to identify shared cancer-specific signatures across patients in comparison to protein-protein interaction networks-based graph structures. The code and data used in this study are available in the link (<uri>https://github.com/FadiAlharbi2024/Graph_Based_Architecture.git</uri>).…”
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