Groundwater potential assessment in Pino region, South Bengkulu, Indonesia using geo-investigation, remote sensing, and GIS approaches by Ashar Muda Lubis, Hera Wahyu Fauzi, Arya J. Akbar

“…In the ERT results, low resistivity values of 0.13–7.60 Ω.•m are interpreted as subsurface aquifers at the depths of 3–50 m. …”
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Arabic Speech Recognition Based on Encoder-Decoder Architecture of Transformer by Mohanad Sameer, Ahmed Talib, Alla Hussein, Husniza Husni

“…Although Arabic is considered one of the languages that are difficult to interpret by speech recognition systems, we achieved the best word error rate (WER) of 3.2 compared to other systems whose training requires a very large amount of data. …”
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fragSMILES as a chemical string notation for advanced fragment and chirality representation by Fabrizio Mastrolorito, Fulvio Ciriaco, Maria Vittoria Togo, Nicola Gambacorta, Daniela Trisciuzzi, Cosimo Damiano Altomare, Nicola Amoroso, Francesca Grisoni, Orazio Nicolotti

“…In this paper, we present fragSMILES, a novel fragment-based molecular representation in the form of string. fragSMILES encode fragments in a ‘chemically-meaningful’ way via a novel graph-reduction approach, allowing to obtain an efficient, interpretable, and expressive molecular representation, which also avoids fragment redundancy. fragSMILES contributes to the field of fragment-based representation, by reporting fragments and their ‘breaking’ bonds independently. …”
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Visible light-responsive hydrogels for cellular dynamics and spatiotemporal viscoelastic regulation by Yan Lu, Cheng Chen, Hangyu Li, Peng Zhao, Yuanfeng Zhao, Bohan Li, Wei Zhou, Gaofeng Fan, Dongshi Guan, Yijun Zheng

“…This innovative approach provides a means to regulate the viscoelasticity of hydrogels across a wide range of timescales, thereby opening avenues for more advanced studies into how cells interpret and respond to spatiotemporal viscoelastic signals.…”
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A review of reported stakeholder engagement in early-stage translational research by Thomas W. Concannon, Marguerite Fenwood Hughes, Amy E. LaVertu, Jonathan Garlick, Alice M. Rushforth

“…More than half drew unmeasured conclusions about the outcomes of engagement. Interpretation: Our definition of early-stage translation pointed to a specific set of peer-reviewed research; our findings indicate a reporting gap and not necessarily a gap in practice. …”
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A Social Media Dataset and H-GNN-Based Contrastive Learning Scheme for Multimodal Sentiment Analysis by Jiao Peng, Yue He, Yongjuan Chang, Yanyan Lu, Pengfei Zhang, Zhonghong Ou, Qingzhi Yu

“…Nevertheless, these methods lack interpretability for the interaction between modalities. …”
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Internal Perspectives on Visual Identities in Higher Education: A Case Study of Top-Ranked Universities in Indonesia [version 1; peer review: 2 approved] by Luqman Lee, Rabendra Yudistira Alamin, Syarifa Hanoum, Ellya Zulaikha, Putri Dwitasari

“…Furthermore, it analyzes the integration of experiential brand meaning across the stages of awareness, interpretation, appropriation, and communication, alongside the EQ framework to assess how visual identity impacts visibility, distinctiveness, transparency, authenticity, and consistency. …”
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AN AN EMPIRICAL ASSESSMENT OF INNOVATION PRACTICES OF QUANTITY SURVEYING FIRMS IN GHANA by D. Owusu-Manu, A Torku, E Pärn, M.N Addy, D.J Edwards

“…The current level of innovation practices amongst the Ghanaian QS firms was interpreted using Rogers’ innovation diffusion theory. …”
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CR-DEQ-SAR: A Deep Equilibrium Sparse SAR Imaging Method for Compound Regularization by Guoru Zhou, Yixin Zuo, Zhe Zhang, Bingchen Zhang, Yirong Wu

“…The rising demand for high precision and real-time processing under complex conditions in resource-constrained environments has spurred interest in deep network-based SAR imaging, which combines traditional sparse SAR imaging methods with deep learning to optimize parameters and scene features while retaining physical model interpretability and enabling fast inference. However, the single regularization cannot entirely capture the features of complex observation scenes, and network architectures based on iterative unfolding often face memory and numerical precision constraints during training. …”
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The Implementation of Religious Moderation in West Sumatra from the Perspective of Maqāsid Sharī'ah by Rusyaida D, Noor Fadlli Marh, M Taufiq, M Fadhli, Sabri

“…The findings show that the implementation of religious moderation aligns with the concept of religious moderation in Islam, known as Wasatiyatul Islam as a distinctive Islamic quality, both in terms of showing moderation in differing religious interpretations with mutual respect for varied practices, as well as between different religions and ethnicities. …”
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Maintenance of inflorescence size variability within common buckwheat (<i>Fagopyrum esculentum</i> Moench) cultivars of various origin: the phenomenon and its possible causes by A. N. Fesenko, I. N. Fesenko, O. V. Biryukova

“…Intrapopulation polymorphism usually can be interpreted as a result of balancing selection, but the basic mechanisms of such selection are not always clear. …”
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Coasting related to taxane-induced peripheral neuropathy in patients with breast cancer: a systematic review by Freja L. Kruse, Margrethe B. Bille, Maria E. Lendorf, Susan Vaabengaard, Steffen Birk

“…Eight studies reported no coasting events and eight were unclear. Interpretation: Few studies reported on coasting in CIPN. …”
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Enhanced YOLOv10 Framework Featuring DPAM and DALSM for Real-Time Underwater Object Detection by Suthir Sriram, Aburvan P., Arun Kaarthic T. P., Nivethitha Vijayaraj, Thangavel Murugan

“…With DPAM, the latest refinement processes for conservation focus on feature extraction to account for key highlights and in the scene, include temporal context, both critical for interpretation of the dynamic realm below the ocean. The prefix with DALSM involves adaptive dual label assignment and techniques for sun glint removal. …”
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Ferroan Dolomitization by Seawater Interaction with Mafic Igneous Dikes and Carbonate Host Rock at the Latemar Platform, Dolomites, Italy: Numerical Modeling of Spatial, Temporal,... by K. Blomme, S. J. Fowler, P. Bachaud, F. H. Nader, A. Michel, R. Swennen

“…A common factor is interpretation of geochemical data in terms of heating via regional igneous activity that provided kinetically favorable conditions for replacement dolomitization. …”
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Diagnostic inequalities relating to physical healthcare among people with mental health conditions: a systematic reviewResearch in context by Elisa Liberati, Sarah Kelly, Annabel Price, Natalie Richards, John Gibson, Annabelle Olsson, Stella Watkins, Emily Smith, Serena Cole, Isla Kuhn, Graham Martin

“…Most studies, however, measured diagnostic endpoints only, meaning that no inference could be made regarding the relative impact of patients' and clinicians’ behaviour in producing inequalities. Interpretation: Further investigations should consider the stage of the diagnostic process at which inequalities occur, to improve knowledge of the mechanisms underpinning diagnostic inequalities, and support the development of targeted improvement interventions. …”
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Language and Communication Impact of Hypertension: A Qualitative Study by Cecilia Amponsem-Boateng, Timothy Bonney Oppong, Weidong Zhang, Tanko Abdulai, Jonathan Boakye-Yiadom, Lianke Wang, Emmanuel Kumi Duodu Kyere

“…Focus group conversations and interviews were held in the local Akan (Twi) language, which was later translated, interpreted, and analyzed. Overall, 25 second-cycle students participated. 60% were between 15 and 17 years, 24% were ≥18 years, and 16% were <15 years of age. …”
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Explainable attention based breast tumor segmentation using a combination of UNet, ResNet, DenseNet, and EfficientNet models by Shokofeh Anari, Soroush Sadeghi, Ghazaal Sheikhi, Ramin Ranjbarzadeh, Malika Bendechache

“…Grad-CAM visualizations further demonstrated that attention-based models enhanced interpretability by accurately highlighting tumor areas. …”
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Dust Dynamics in Radially Convective Regions of Protoplanetary Disks by Min-Kai Lin, Marius Lehmann

“…Furthermore, dust feedback can impede the formation of zonal flows, even at small dust-to-gas ratios ϵ  ∼  O (0.1). We interpret this phenomenon as a competition between the negative gas angular momentum flux associated with zonal flow formation and the positive dust angular momentum flux associated with its drift toward pressure maxima. …”
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Chromosomal genome assembly resolves drug resistance loci in the parasitic nematode Teladorsagia circumcincta. by Jennifer McIntyre, Alison Morrison, Kirsty Maitland, Duncan Berger, Daniel R G Price, Sam Dougan, Dionysis Grigoriadis, Alan Tracey, Nancy Holroyd, Katie Bull, Hannah Rose Vineer, Mike J Glover, Eric R Morgan, Alasdair J Nisbet, Tom N McNeilly, Yvonne Bartley, Neil Sargison, Dave Bartley, Matt Berriman, James A Cotton, Eileen Devaney, Roz Laing, Stephen R Doyle

“…These insights into contemporary and historic genetic selection further emphasise the importance of contiguous genome assemblies in interpreting genome-wide genetic variation associated with drug resistance and identifying key loci to prioritise in developing diagnostic markers of anthelmintic resistance to support parasite control.…”
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Evidence for microbially-mediated tradeoffs between growth and defense throughout coral evolution by Hannah E. Epstein, Tanya Brown, Ayọmikun O. Akinrinade, Ryan McMinds, F. Joseph Pollock, Dylan Sonett, Styles Smith, David G. Bourne, Carolina S. Carpenter, Rob Knight, Bette L. Willis, Mónica Medina, Joleah B. Lamb, Rebecca Vega Thurber, Jesse R. Zaneveld

“…Results Using a comparative approach, we tested if coral microbiomes correlate with disease susceptibility across 425 million years of coral evolution by conducting a cross-species coral microbiome survey (the “Global Coral Microbiome Project”) and combining the results with long-term global disease prevalence and coral trait data. Interpreting these data in their phylogenetic context, we show that microbial dominance predicts disease susceptibility, and traced this dominance-disease association to a single putatively beneficial symbiont genus, Endozoicomonas. …”
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