Lynch syndrome screening in colorectal and endometrial cancers in Iceland by Katla R. Kluvers, Thordur Tryggvason, Vigdis Stefansdottir, Jon G. Jonasson, Petur Snaebjornsson, Sigurdis Haraldsdottir

“…The sensitivity of IHC as a screening method for LS was 70% and specificity 88% with a positive and negative predictive value of 8.4% and 99.4%, respectively. Interpretation: Three LS cases were missed with MMR IHC (1 MSH6 and 2 PMS2 carriers), it is possible these patients had sporadic cancers unrelated to their LS carrier status. …”
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Opening the Black Box of the Radiation Belt Machine Learning Model by Donglai Ma, Jacob Bortnik, Xiangning Chu, Seth G. Claudepierre, Qianli Ma, Adam Kellerman

“…Here, we tackle the issue of the interpretability of a high‐accuracy ML model created to model the flux of Earth's radiation belt electrons. …”
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Expanding the concept of ID conversion in TogoID by introducing multi-semantic and label features by Shuya Ikeda, Kiyoko F. Aoki-Kinoshita, Hirokazu Chiba, Susumu Goto, Masae Hosoda, Shuichi Kawashima, Jin-Dong Kim, Yuki Moriya, Tazro Ohta, Hiromasa Ono, Terue Takatsuki, Yasunori Yamamoto, Toshiaki Katayama

“…Additional new features include the ability to display labels corresponding to database IDs, making it easier to interpret the relationships between the various IDs available in TogoID, and the ability to convert labels to IDs, extending the entry point for ID conversion. …”
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GFTT: Geographical Feature Tokenization Transformer for SAR-to-Optical Image Translation by Hongbo Liang, Xuezhi Yang, Xiangyu Yang, Jinjin Luo, Jiajia Zhu

“…Synthetic aperture radar (SAR) image to optical image translation not only assists information interpretability, but also fills the gaps in optical applications due to weather and light limitations. …”
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Rules for investigation of patients with asymptomatic elevation of serum aminotransferase activity by M. V. Mayevskaya, V. T. Ivashkin, Ye. N. German

“…More often doctor should interpret elevation of level of ALT and-or AST in patients with obesity, diabetes mellitus, disorder of lipid metabolism or in the case of absence of clinical symptoms of any disease. …”
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Enablers of Physician Prescription of a Long-Term Asthma Controller in Patients with Persistent Asthma by Francine M. Ducharme, Alexandrine J. Lamontagne, Lucie Blais, Roland Grad, Kim L. Lavoie, Simon L. Bacon, Martha L. McKinney, Eve Desplats, Pierre Ernst

“…Physicians strongly endorsed asthma education, lung function testing, specialist opinion, accessible asthma clinic, and paramedical healthcare professionals to guide patients, as enablers to improve patient adherence to and physicians’ comfort with long-term ICS. Interpretation. Tools and training to improve physician knowledge, skills, and perception towards long-term ICS and resources that increase patient adherence and physician comfort to facilitate long-term ICS prescription should be considered as targets for implementation.…”
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Polarity-JaM: an image analysis toolbox for cell polarity, junction and morphology quantification by Wolfgang Giese, Jan Philipp Albrecht, Olya Oppenheim, Emir Bora Akmeriç, Julia Kraxner, Deborah Schmidt, Kyle Harrington, Holger Gerhardt

“…Advances in fluorescence microscopy and deep learning algorithms open up a wealth of unprecedented opportunities to characterise various aspects of cell polarity, but also create new challenges for comprehensible and interpretable image data analysis workflows to fully exploit these new opportunities. …”
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The Tensions between Ukuthwasa and Labour Laws in South Africa: A Human Rights-Based Approach by Stewart Lee Kugara, Melisa Mutsa Chawaremera

“…This approach enables an analysis and interpretation of relevant legislative provisions, case law and human rights frameworks governing workplace and cultural rights. …”
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Combined Input Deep Learning Pipeline for Embryo Selection for In Vitro Fertilization Using Light Microscopic Images and Additional Features by Krittapat Onthuam, Norrawee Charnpinyo, Kornrapee Suthicharoenpanich, Supphaset Engphaiboon, Punnarai Siricharoen, Ronnapee Chaichaowarat, Chanakarn Suebthawinkul

“…In this study, a deep learning-based pipeline was developed to classify the viability of embryos using combined inputs, including microscopic images of embryos and additional features, such as patient age and developed pseudo-features, including a continuous interpretation of Istanbul grading scores by predicting the embryo stage, inner cell mass, and trophectoderm. …”
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Age and estrogen-associated reductions in hypoxic ventilatory response and chemosensitivity in female rats by Jessica M. L. Grittner, Rebecca Barok, Edgar Juarez Lopez, Misha Shah, Brendan J. Dougherty

“…Differences in metabolism were important to the interpretation of these results. Collectively, these data support the concept that aging impacts female respiratory function in complex and unique ways that differ from OVX.…”
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American and Australian family experiences while receiving a diagnosis or having treatment for idiopathic toe walking: a qualitative study by Verity Pacey, Cylie Williams, Kristy Robson, Kelly Gray

“…Objective To understand parent journeys while navigating diagnosis, assessment or treatment of their children with idiopathic toe walking (ITW).Design Mixed methods qualitative study: analyses of survey data from the measure of processes of care-20 (MPOC-20) and semistructured interviews were analysed with an interpretative phenomenological analysis approach. Trustworthiness of data was achieved through member checking, researcher triangulation, reflexivity and transferability and comparison with the MPOC-20 results.Setting USA and Australia.Participants Parents of children diagnosed with ITW who had seen more than one health professional during their care and lived in Australia or the USA.Results Ten parents of children aged between 3 and 13 years and diagnosed with ITW participated. …”
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Pullout Test on Fully Grouted Bolt Sheathed by Different Length of Segmented Steel Tubes by Xiaowei Feng, Nong Zhang, Guichen Li, Gangye Guo

“…This paper, from a relatively idealized perspective, presents a laboratorial solution to interpret the mechanical performance of the bolt installed in layered strata; so far at least it demonstrates that a bolt installed in comparatively thicker layer of strata can last more durable and stable.…”
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A Correlation Analysis-Based Structural Load Estimation Method for RC Beams Using Machine Vision and Numerical Simulation by Chun Zhang, Yinjie Zhao, Guangyu Wu, Han Wu, Hongli Ding, Jian Yu, Ruoqing Wan

“…The classical regression assessment method based on experimental data not only relies on costly structure experiments; it also lacks interpretability. Therefore, a novel load estimation method for RC beams, based on correlation analysis between detected crack images and strain contour plots calculated by FEM, is proposed. …”
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Electrochemical Study and Determination of Homovanillic Acid, the Final Metabolite of Dopamine, Using an Unmodified Disposable Electrode by Mihaela Buleandră, Lavinia Georgiana Voica, Dana Elena Popa, Irinel Adriana Badea, Emilia Elena Iorgulescu, Mihaela Carmen Cheregi

“…The analyte was irreversibly oxidized in Britton–Robinson buffer (BRB) solutions. The interpretation of the voltammetric signals and the correlation of the acquired information were the key to addressing the electrode process undergone by HVA at the PGE. …”
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The factor structure of the International Trauma Questionnaire – Heywood cases in confirmatory factor analysis by Karen-Inge Karstoft, Erik Vindbjerg, Anni B. S. Nielsen, Søren Bo Andersen, Sofie Folke

“…Hence, models of (C)PTSD based on the ITQ should be carefully evaluated and interpreted.…”
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Mekanisme Survival dan Kesejahteraan Guru Sekolah Dasar: Studi Kualitatif di SDN Campaka by Nadiyah Aulia Safira, Rahma Nur Labah, Razi Fauziah Asri, Arkan Abhirama Ersakta, Aprilia Salsabila, Nadya Kharima

“…Data were analyzed using Creswell’s method, including data preparation, coding, narrative presentation, interpretation, and verification. Participants were selected through purposive sampling, consisting of two civil servant teachers (PNS), one government contract teacher (PPPK), and one honorary teacher. …”
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Exploring pattern-specific components associated with hand gestures through different sEMG measures by Yangyang Yuan, Jionghui Liu, Chenyun Dai, Xiao Liu, Bo Hu, Jiahao Fan

“…Additionally, we intuitively visualized the heatmaps of pattern-specific components based on the topological position of electrode arrays and explored their physiological interpretability by examining the correspondence between the heatmaps and muscle activation areas.…”
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ChromaFold predicts the 3D contact map from single-cell chromatin accessibility by Vianne R. Gao, Rui Yang, Arnav Das, Renhe Luo, Hanzhi Luo, Dylan R. McNally, Ioannis Karagiannidis, Martin A. Rivas, Zhong-Min Wang, Darko Barisic, Alireza Karbalayghareh, Wilfred Wong, Yingqian A. Zhan, Christopher R. Chin, William S. Noble, Jeff A. Bilmes, Effie Apostolou, Michael G. Kharas, Wendy Béguelin, Aaron D. Viny, Danwei Huangfu, Alexander Y. Rudensky, Ari M. Melnick, Christina S. Leslie

“…Abstract Identifying cell-type-specific 3D chromatin interactions between regulatory elements can help decipher gene regulation and interpret disease-associated non-coding variants. However, achieving this resolution with current 3D genomics technologies is often infeasible given limited input cell numbers. …”
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Striatal Injury with 6-OHDA Transiently Increases Cerebrospinal GFAP and S100B by Cristiane Batassini, Núbia Broetto, Lucas Silva Tortorelli, Milene Borsoi, Caroline Zanotto, Fabiana Galland, Tadeu Mello Souza, Marina Concli Leite, Carlos-Alberto Gonçalves

“…Current data reinforce the idea that glial changes precede neuronal damage in PD; however, these findings also indicate that caution is necessary regarding the interpretation of data in this PD model.…”
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Redefining Freedom. Digital Capitalism and Private Property by N. B. Afanasov

“…The author proposes his interpretation of most obvious and simultaneously less arguable transformations that take place in digital economy. …”
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