Einasto Profile as the Halo Model Solution Coupled to the Depletion Radius by Yifeng Zhou, Jiaxin Han

“…Coupling the Einasto profile with the depletion catalog, the resulting halo model can simultaneously predict the halo–matter power spectra to 10% and the matter–matter power spectrum to 5%, improving over conventional models in both interpretability and versatility. The conditions and limitations of using the Navarro–Frenk–White profile in the halo model are also discussed.…”
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White Matter-Gray Matter Correlation Analysis Based on White Matter Functional Gradient by Zhengjie Li, Jiajun Liu, Jianhui Zheng, Luying Li, Ying Fu, Zhipeng Yang

“…Background: The spontaneous fluctuations in functional magnetic resonance imaging (fMRI) signals of the brain’s gray matter (GM) have been interpreted as representations of neural activity variations. …”
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Cosmic Reionization on Computers: The Evolution of the Ionizing Background and Mean Free Path by Jiawen Fan, Huanqing Chen, Camille Avestruz, Affan Khadir

“…Our findings highlight the importance of high-fidelity models in the interpretation of observational measurements.…”
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Potential value of novel multiparametric MRI radiomics for preoperative prediction of microsatellite instability and Ki-67 expression in endometrial cancer by Zhichao Wang, Yan Hu, Jun Cai, Jinyuan Xie, Chao Li, Xiandong Wu, Jingjing Li, Haifeng Luo, Chuchu He

“…Model performance and interpretability were evaluated using standard classification metrics, Gradient-weighted Class Activation Mapping (Grad-CAM), and SHapley Additive exPlanations (SHAP) techniques. …”
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Counterfactual Based Approaches for Feature Attributions of Stress Factors Affecting Rice Yield by Nisha P. Shetty, Balachandra Muniyal, Ketavarapu Sriyans, Kunyalik Garg, Shiv Pratap, Aman Priyanshu, Dhruthi Kumar

“…By improving the interpretability of agricultural machine learning models, the research ultimately supports the creation of predictive systems that strengthen sustainable practices and economic development within the agricultural industry.…”
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Br-Li and stable isotopes to induce groundwater salinity in crystalline and detrital aquifers: Oriental Haouz Morocco by Mohmmed Elgettafi, Samia Rochdane, Abdenabi Elmandour, Juan M. Lorenzo, Mahjoub Himi, Albert Casas

“…Study region: Paleozoic, Triassic and Quaternary lateral aquifers have been the subject of detailed geochemistry study, in Oriental Haouz, Morocco. Study method: Interpretations are based on the combination of major elements, Br, Li, and stable isotopes. …”
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Image Quality Assessment Based on Multi-Scale Representation and Shifting Transformer by Geng Fu, Ziyu Wang, Cuijuan Zhang, Zerong Qi, Mingzheng Hu, Shujun Fu, Yunfeng Zhang

“…The quality of these images is paramount as it directly affects the system’s ability to accurately interpret and respond to the visual information. Image Quality Assessment (IQA) is a crucial metric for intelligent control systems and computer vision tasks, such as surveillance, restoration, and fingerprint identification, significantly advancing algorithm development in these areas. …”
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Environmental impact assessment of rapeseed production using the LCA method: Part one: Life cycle inventory analysis by Kiš Ferenc, Vasin Jovica, Milovac Željko, Zeremski Tijana, Milić Stanko, Savić Jasna

“…This phase provides further explanations and interpretations of the significance of inventory results from an environmental protection perspective.…”
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Life Thinning and Gaming Disorder: A Longitudinal Qualitative Registered Report by Karhulahti, Veli-Matti, Siutila, Miia, Vahlo, Jukka, Koskimaa, Raine

“…Accompanied by a rich health survey, interpretative phenomenological analysis was adapted to understand in-depth interview data from treatment-seeking (n=5) and esports-playing (n=4) participants, the latter of which did not experience any gaming-related health problems. …”
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Structural bioinformatics for rational drug design by Soroush Mozaffari, Agnethe Moen, Che Yee Ng, Gerry A.F. Nicolaes, Kanin Wichapong

“…Despite these advancements, challenges remain in terms of accuracy, interpretability, and the needed computational power. This review explores the state of the art in computational drug discovery, examining the latest methods and technologies, their transformative impact on the drug development pipeline, and the future directions needed to overcome remaining limitations. …”
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Potentially commercializable nerve guidance conduits for peripheral nerve injury: Past, present, and future by Chundi Liu, Mouyuan Sun, Lining Lin, Yaxian Luo, Lianjie Peng, Jingyu Zhang, Tao Qiu, Zhichao Liu, Jun Yin, Mengfei Yu

“…This review aims to interpret nerve guidance conduits and their commercialization from both clinical and laboratory perspectives. …”
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Are Anesthesiology Providers Good Guessers? Heart Rate and Oxygen Saturation Estimation in a Simulation Setting by Efrain Riveros Perez, Enoe Jimenez, Camila Albo, Yashi Sanghvi, Nianlan Yang, Alexander Rocuts

“…Anesthesia providers may need to interpret the output of vital sign monitors based on auditory cues, in the context of multitasking in the operating room. …”
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A model-based factorization method for scRNA data unveils bifurcating transcriptional modules underlying cell fate determination by Jun Ren, Ying Zhou, Yudi Hu, Jing Yang, Hongkun Fang, Xuejing Lyu, Jintao Guo, Xiaodong Shi, Qiyuan Li

“…While current manifold-learning methods provide insights into cell fate by inferring graph-based trajectory at cell level, challenges remain to retrieve interpretable biology underlying the diverse cellular states. …”
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Cytokine and Chemokine Profile in Patients with Multiple Myeloma Treated with Bortezomib by Paweł Robak, Edyta Węgłowska, Izabela Dróżdż, Damian Mikulski, Dariusz Jarych, Magdalena Ferlińska, Ewa Wawrzyniak, Małgorzata Misiewicz, Piotr Smolewski, Wojciech Fendler, Janusz Szemraj, Tadeusz Robak

“…However, a single measurement of serum cytokines should be interpreted with caution and further studies are needed.…”
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Neolithic introgression of IL23R-related protection against chronic inflammatory bowel diseases in modern EuropeansResearch in context by Ben Krause-Kyora, Nicolas Antonio da Silva, Elif Kaplan, Daniel Kolbe, Inken Wohlers, Hauke Busch, David Ellinghaus, Amke Caliebe, Efe Sezgin, Almut Nebel, Stefan Schreiber, Sabine Schade-Lindig, Joachim Wahl, Carola Berszin, Michael Francken, Irina Görner, Kerstin Schierhold, Joachim Pechtl, Gisela Grupe, Johannes Müller

“…The geographic distribution of rs11209026-A may influence the gradient in IBD incidence rates that are highest in northern and eastern Europe. Interpretation: Given the dramatic changes from hunting and gathering to agriculture during the Neolithic, AF might have been exposed to selective pressures from a pro-inflammatory lifestyle and diet. …”
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Outcomes of people with TB reported to the WHO Global Clinical Platform of COVID-19 by M. Bastard, D. Falzon, S. Bertagnolio, R. Silva, S.S. Thwin, C. Siquiera Boccolini, J. Rylance, J. Diaz, M. Zignol

“…CONCLUSION: Current or past TB were independent risk factors for in-hospital mortality regardless of illness severity at admission. Caveats for interpretation include changes during the data collection period (viral variation, vaccination coverage) and opportunistic sampling. …”
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MO-GCN: A multi-omics graph convolutional network for discriminative analysis of schizophrenia by Haiyuan Wang, Runlin Peng, Yuanyuan Huang, Liqin Liang, Wei Wang, Baoyuan Zhu, Chenyang Gao, Minxin Guo, Jing Zhou, Hehua Li, Xiaobo Li, Yuping Ning, Fengchun Wu, Kai Wu

“…In particular, the accuracy of the best model by 5-fold cross-validation reached 84.0 %. Interpretability analysis revealed that the top 10 important brain features were primarily from the hippocampus, olfactory, fusiform and pallidum, which were involved in the brain systems of memory, learning and emotion. …”
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Sonographic and Clinical Features of Upper Extremity Deep Venous Thrombosis in Critical Care Patients by Michael Blaivas, Konstantinos Stefanidis, Serafim Nanas, John Poularas, Mitchell Wachtel, Rubin Cohen, Dimitrios Karakitsos

“…Additionally, a standardized ultrasound scan was performed to detect the extent of the thrombus. Images were interpreted offline by two independent readers. Results. …”
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GBM-Reservoir: Brain tumor (Glioblastoma Multiforme) MRI dataset collection with ground truth segmentation masksfigshare by Naida Solak, André Ferreira, Gijs Luijten, Behrus Puladi, Victor Alves, Jan Egger

“…The first mask is the raw output from the registration process and is provided for all samples, while the second mask, provided particularly for synthetic samples, is a post-processed version of the first, designed to simplify interpretation and optimize it for network training. These samples have been acquired via registration process of 438 samples available at the moment of registration from the original dataset provided by the BraTS 2022 Challenge. …”
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Systematic review and meta‐analysis of the pelvic organ prolapse and vaginal prolapse among the global population by Tharanga Mudalige, Vindya Pathiraja, Gayathri Delanerolle, Heitor Cavalini, Shuqi Wu, Julie Taylor, Om Kurmi, Kathryn Elliot, Sharron Hinchliff, Carol Atkinson, Kristina Potocnik, Paula Briggs, Lucky Saraswat, Helen Felicity Kemp, George Eleje, Toh Teck Hock, Cristina Laguna Benetti‐Pinto, Irfan Muhammad, Rabia Kareem, Yassine Bouchareb, Peter Phiri, Ruishu Zhang, Yunfei Weng, Ieera Aggarwal, Jian Qing Shi, Ashish Shetty, Ian Litchfield, Nirmala Rathnayake, Sohier Elneil

“…Sixteen studies focused on patients who had undergone hysterectomy alongside prolapse repair. Interpretation Patients who underwent vaginal prolapse surgery with hysterectomy experienced higher operative and postoperative complication rates than those without hysterectomy. …”
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