Edge-centric connectome-genetic markers of bridging factor to comorbidity between depression and anxiety by Zhiyi Chen, Yancheng Tang, Xuerong Liu, Wei Li, Yuanyuan Hu, Bowen Hu, Ting Xu, Rong Zhang, Lei Xia, Jing-Xuan Zhang, Zhibing Xiao, Ji Chen, Zhengzhi Feng, Yuan Zhou, Qinghua He, Jiang Qiu, Xu Lei, Hong Chen, Shaozheng Qin, Tingyong Feng

“…However, the significant heterogeneity of most bridging symptoms presents challenges for psychopathological interpretation and clinical applicability. Here, we conceptually established a common bridging factor (cb factor) to characterize a general structure of these bridging symptoms, analogous to the general psychopathological p factor. …”
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Upper secondary education in Mexico: School abandonment and public policies during COVID-19 by Carlos Alberto Arellano-Esparza, Ángeles Ortiz-Espinoza

“…Regarding methodological design, with data obtained from various sources, including the Survey for the Measurement of the COVID-19 Impact on Education 2020, descriptive statistics are presented that allow us to elaborate the interpretation of the findings on pre- and post-pandemic discontinuity in schooling. …”
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A Comparative Review: Biological Safety and Sustainability of Metal Nanomaterials Without and with Machine Learning Assistance by Na Xiao, Yonghui Li, Peiyan Sun, Peihua Zhu, Hongyan Wang, Yin Wu, Mingyu Bai, Ansheng Li, Wuyi Ming

“…At the same time, it underscores the importance of traditional methods, particularly their ability to offer greater interpretability and more intuitive results in specific contexts. …”
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Evaluation of fluorinated phospholipid analogs: A study on ADMET profiles, molecular docking and dynamics simulation in anticancer therapy by Saqib Ishaq, Obaid Habib, Abdul Aziz, Raheel Tahir, Hira Mushtaq, Said Hassan, Sarah Sarwar, Mohammad S. Mubarak, Ajaz Ahmad, Amin Ullah

“…Molecular docking discernible vigorous interactions with Edelfosine drug displaying greater binding stability and consistent hydrogen bonding as confirmed by 100 ns molecular dynamics simulations. Comparative interpretation emphasized Edelfosine drug enhanced pharmacokinetic properties depicted by lower RMSD values, stable solvent-accessible surface area and reduced structural fluctuations relative to Ilmofosine drug. …”
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Functional Evaluations in the Monitoring of the River Ecosystem Processes: The Adige River as a Case Stu by M.G. Braioni, G. Salmoiraghi, F. Bracco, M. Villani, A. Braioni, L. Girelli

“…A model of analysis and environmental evaluation was applied to 11 stretches of the Adige River, where an innovative procedure was carried out to interpret ecological results. Within each stretch, the most suitable methods were used to assess the quality and processes of flood plains, banks, water column, bed, and interstitial environment. …”
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A contribution to the study of the history and architecture of the 'Rosija' Insurance Company building in Belgrade (1904-1908) by Andrić Dunja, Kiproski Sanja

“…Therefore, the aim of this paper is to highlight new data related to the history of the construction of the 'Rosija' Insurance Company building and encourage new interpretations and further valorization of its architectural solution.…”
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Explainable AI chatbots towards XAI ChatGPT: A review by Attila Kovari

“…Such goals emphasize the need for transparency and interpretability of AI systems to build trust with users and allow for accountability. …”
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Modelling the Colour of Strawberry Spread During Storage, Including Effects of Technical Variations by Kadivec Mirta, Tijskens Leopold M.M., Kopjar Mirela, Simčič Marjan, Požrl Tomaž

“…It also allowed better interpretation of the processes involved. All variations in the data could be attributed to technical variation.…”
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A Neonatal Resuscitation Curriculum in Malawi, Africa: Did It Change In-Hospital Mortality? by Michael K. Hole, Keely Olmsted, Athanase Kiromera, Lisa Chamberlain

“…Short-term pre- and postintervention evaluations should be interpreted cautiously. Whenever possible, clinical outcomes such as in-hospital mortality should be additionally assessed. …”
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A novel system for markerless intra-operative bone and bone fragment tracking by Marcus Tatum, Andrew Kern, Jessica E. Goetz, Geb Thomas, Donald D. Anderson

“…However, relying upon this intra-operative 2D projective imaging modality for this purpose can challenge a surgeon’s ability to interpret 3D position and orientation of any but the simplest bony anatomy. …”
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Ontology-Based Representations of User Activity and Flexible Space Information: Towards an Automated Space-Use Analysis in Buildings by Xingbin Chen, Tae Wan Kim, Jiayu Chen, Bin Xue, WoonSeong Jeong

“…This work contributes to performance-based building design by providing a common, computer-interpretable vocabulary for representing user activities and flexible spaces and a framework for an automated space-use analysis implementation process that informs space utilization (i.e., a space efficiency measurement).…”
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A systematic review of machine learning applications in predicting opioid associated adverse events by Carlos R. Ramírez Medina, Jose Benitez-Aurioles, David A. Jenkins, Meghna Jani

“…Addressing these aspects is critical for transparency, interpretability, and future implementation of the results.…”
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The Mechanisms of Movement Control and Time Estimation in Cervical Dystonia Patients by Pavel Filip, Ovidiu V. Lungu, Daniel J. Shaw, Tomas Kasparek, Martin Bareš

“…Our results suggest that the cervical dystonia patients are impaired at integrating incoming visual information with motor responses during the prediction of upcoming actions, an impairment we interpret as evidence of cerebellar dysfunction.…”
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Visualizing Ambiguity: Analyzing Linguistic Ambiguity Resolution in Text-to-Image Models by Wala Elsharif, Mahmood Alzubaidi, James She, Marco Agus

“…We investigate a set of prompts that exhibit different types of linguistic ambiguities with different models and the images they generate, focusing on how the models’ interpretations of linguistic ambiguity compare to those of humans. …”
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Transcriptomic analysis of Andrias davidianus meat and experimental validation for exploring its bioactive components as functional foods by Changge Guan, Zhenglin Tan, Shucheng Li, Yi Wang, Naoyuki Yamamoto, Chong Zhang, Songjun Wang, Junjie Chen, Xin-Hui Xing

“…In this study, we illustrated full-length transcriptome sequencing to interpret the proteome of CGS meat and obtain 10703 coding DNA sequences. …”
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Legal Analysis of Qurban Meat Distribution to Non-Muslim Citizens from a Maslahah Perspective by Gumri Panawari Lubis, Hasan Matsum, Dhiauddin Tanjung

“…This research uses a qualitative method, which is carried out by collecting, analyzing and comprehensively interpreting narratives on visual data to obtain complete, thorough and holistic insight into the legal analysis of the distribution of sacrificial meat to non-Muslims from a maslahah perspective. …”
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Gravitational Quasinormal Modes of Regular Phantom Black Hole by Jin Li, Kai Lin, Hao Wen, Wei-Liang Qian

“…The obtained results might shed some light on the quantum interpretation of QNM perturbation.…”
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Study of the Effect of Process Parameters on Surface Profile Accuracy in Single-Point Incremental Sheet Forming of AA1050-H14 Aluminum Alloy by Abdulmajeed Dabwan, Adham E. Ragab, Mohamed A. Saleh, Saqib Anwar, Atef M. Ghaleb, Ateekh Ur Rehman

“…Full factorial design of experiments was used to plan the study, and the analysis of variance was used to analyze and interpret the results. The results indicate that the tool diameter (d), step depth (s), and sheet thickness (t) have significant effects on the produced profile accuracy, while the feed rate (f) is not significant. …”
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Rethinking Approaches to the Level System of Higher Education in Russia in the Context of the Country’s Withdrawal from the Bologna Process by L. V. Konstantinova, A. M. Petrov, D. A. Shtykhno

“…It is indicated that in view of the dynamic nature of the professional sphere and the growth of professional mobility, the multi-level system of higher education tends to be more promising, and it is advisable to build its new contours ensuring its multi-format, structural flexibility, openness, internal and external integration.Taking into account these principles, an updated interpretation of the main levels of higher education (Bachelor’s, Specialist’s, Master’s, Postgraduate) is proposed, a new vision of a multi-format Master’s program is presented. …”
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Synthetic augmentation of cancer cell line multi-omic datasets using unsupervised deep learning by Zhaoxiang Cai, Sofia Apolinário, Ana R. Baião, Clare Pacini, Miguel D. Sousa, Susana Vinga, Roger R. Reddel, Phillip J. Robinson, Mathew J. Garnett, Qing Zhong, Emanuel Gonçalves

“…By applying SHapley Additive exPlanations (SHAP) for model interpretation, MOSA reveals multi-omic features essential for cell clustering and biomarker identification related to drug and gene dependencies. …”
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