SumGPT: A Multimodal Framework for Radiology Report Summarization to Improve Clinical Performance by Tipu Sultan, Mohammad Abu Tareq Rony, Mohammad Shariful Islam, Samah Alshathri, Walid El-Shafai

“…Radiology report summarization plays a critical role in medical imaging, addressing the growing need for concise and accessible interpretation of complex radiology findings. However, existing models often fail to fully leverage the potential of multimodal data integration. …”
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Adulteration detection in cactus seed oil: Integrating analytical chemistry and machine learning approaches by Said El Harkaoui, Cristina Ortiz Cruz, Aaron Roggenland, Micha Schneider, Sascha Rohn, Stephan Drusch, Bertrand Matthäus

“…RF also offers better interpretability and is computational less demanding as compared to NN which makes it advantageous for authenticity verification in this study. …”
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Diagnostic Limitations of Applying a Human Portable Blood Glucose Meter in the Detection of Hypoglycemia in Pregnant Ewes by José Lucas Xavier Lopes, Raquel Fraga e Silva Raimondo, Luiza Rodegheri Jacondino, Beatriz Riet Correa, Clara Satsuki Mori, Álan Gomes Pöppl

“…Due to these limitations, Accu-Check Performa^® results should be interpreted cautiously in pregnant sheep suspected of hypoglycemia.…”
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Meta-synthesis of drivers of the circular business model by Atieh Khodaei, Mahdi Hosseinpour, Mohammad javad Jamshidi, Yoosof Mohamadifar

“…The findings of 42 previous studies related to the research objectives were reviewed, aggregated, combined, and interpreted by means of the seven-step model of Sandelowski and Barroso. …”
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The use of molecular-genetic and phytopathological methods to identify genes for effective leaf rust resistance in Aegilops accessions by L. G. Tyryshkin, M. A. Kolesova

“…From a theoretical viewpoint, the presence of a certain amplification fragment can hardly be interpreted as a definite proof of the presence of a resistance gene: during the species evolution, recombinations and mutations could occur, resulting in disturbance of the fragment’s presence and phenotypic expression of its connection with resistance. …”
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Updating Labor Legislation in the Context of Introducing Independent Forms of Work: Telecommuting and Work from Home by A. L. Klymenko

“…The author has substantiated the rational approaches based on the current state of affairs at the labor market and in the economy of Ukraine regarding the most correct interpretation of these norms by both parties – employees and the employer to minimize any misunderstandings and risks. …”
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MythicVision: a deep learning powered mobile application for understanding Indian mythological deities using weight centric decision approach by Tauseef Khan, Aditya Nitin Patil, Aviral Singh, Gitesh Prashant Bhavsar, Kanakagiri Sujay Ashrith, Sachi Nandan Mohanty

“…To address the problem, this paper presents a deep learning-driven mobile application named “MythicVision” designed to help foreign tourists better understand India’s rich cultural heritage by recognizing and interpreting images of Indian mythological deities. At first, four state-of-the-art deep models have been trained and evaluated on a custom in-house dataset consists of 10,970 images of various Indian deities sourced from both natural scene and web images. …”
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An automated adaptive trading system for enhanced performance of emerging market portfolios by Cristiana Tudor, Robert Sova

“…The system incorporates an Autoregressive Moving Average-Generalized AutoRegressive Conditional Heteroskedasticity model that offers an interpretability advantage over machine-learning methods. …”
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Examining Health Care Provider Experiences With Patient Portal Implementation: Mixed Methods Study by Shipra Taneja, Kamini Kalia, Terence Tang, Walter P Wodchis, Shelley Vanderhout

“…Concerns were raised about the potential negative impacts of MyChart on patient-provider relationships because sensitive notes or results could be inappropriately interpreted (109/251, 43%), and a potential increase in workload if additional portal features were introduced. …”
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The effectiveness of non-exposure to incarceration in preventing COVID-19 and mitigating associated events: a systematic review and meta-analysis by Elida Lucia Carvalho Martins, Patrícia Constantino, Gustavo Laine Araújo de Oliveira

“…These findings should be interpreted with caution because it was not possible to determine a cause-and-effect relationship between the COVID-19 outcomes and exposure to incarceration. …”
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Narratives of change: how climate change narratives have evolved since the 1970s by Zarina Kulaeva

“…Notably, greening capitalism and degrowth emerge as a dichotomous framework for understanding and interpreting climate change. By exploring these climate narratives, we highlight five critical shortcomings related to climate governance: increasing citizen participation through a bottom-up governance model, reforming the environmental subsidy framework, strengthening the science-policy interface, decoupling economic growth from energy dependence and developing innovative technological models beyond traditional green growth approaches. …”
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Leisure activities of young drug users and non-drug users: association with five personality factors by B. O. Bazyma, O. O. Serdiuk

“…Factor analysis has allowed to identify and meaningfully interpret eight factors that describe the internal structure of leisure activities of student youth in Kharkiv. …”
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Development and validation of a high-throughput qPCR platform for the detection of soil-transmitted helminth infections. by Nils Pilotte, Victor Omballa, Monica Voss, Leah Padgett, Malathi Manuel, Jeanne L Goodman, Tim Littlewood, Zayina Zondervenni Manoharan, Lisette van Lieshout, Jaco J Verweij, Manigandan Sekar, Ajith Kumar Muthukumar, Gretchen Walch, Abriana Warren, Mariyam Sheikh, Andrew Gonzalez, Sean R Galagan, Sitara Swarna Rao Ajjampur, Moudachirou Ibikounlé, Steven A Williams, Doug Rains, Ushashi Dadwal, Judd L Walson

“…In addition, accurate interpretation of trial outcomes requires diagnostic platforms capable of accurately determining infection prevalence (particularly as infection intensity is reduced) at large population scale and with significant throughput. …”
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Performing Structure. Tempo in Glenn Gould’s “Goldberg Variations” by Michael Rector

“…Eine empirische Analyse von Goulds Aufnahme von 1981 zeigt, wie die prozessuale Logik seiner Interpretation im Gegensatz zu architektonischen Überlegungen zu Tempoproportionalität steht, wie sie in der musiktheoretischen Literatur häufig begegnen. …”
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Mapping neonatal vulnerability using the Small Vulnerable Newborn (SVN) framework—secondary analysis of PRISMA Pakistan studyResearch in context by Hajra Malik, Nida Yazdani, Sameeta Kumari, Sheikh Asad Jamal, Muhammad Kashif, Azqa Mazhar, Zahra Hoodbhoy

“…SVN also emerged as a significant predictor of neonatal mortality, quadrupling the risk (aRR 4.52, 95% CI 2.42–8.46). Interpretation: This study adds to the growing body of evidence on Pakistan's alarming burden of SVN, with every second newborn at risk. …”
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Music Theory: Speculation, Reasoning, Experience. A Perspective from Systematic Musicology by Albrecht Schneider

“…Besides historical research devoted to the reconstruction and interpretation of source material relevant to (‘western’) music theory, one finds studies with a focus on the description of individual works or on the ‘poetics’ of certain composers. …”
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Investigation of sensory attenuation in the somatosensory domain using EEG in a novel virtual reality paradigm by Gianluigi Giannini, Till Nierhaus, Felix Blankenburg

“…Studying this phenomenon, however, requires considering a plethora of factors that could otherwise interfere with its interpretation, such as differences in stimulus properties, attentional resources, or temporal predictability. …”
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Priorities in the Modern Organization of University Science in the Light of the Principal-Agent Theory by D. G. Sandler, V. A. Koksharov, V. V. Kruzhaev, A. Р. Bagirova

“…In this connection, an emphasis in the interpretation of the results was made not so much on the specific quantitative assessments of the agents as on the comparison of the priorities of the problems expressed by the agents and the solutions generated by the principal. …”
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Violent behaviour during sports event or public gathering: Disscutable questions in doctrine and court practice by Marjanović Đorđe B.

“…The author analyzes the emergent forms of the act as well as the di lemmas in their interpretation, showing a large number of unpublished court judgments made in the past ten years in which the defendants were athletes. …”
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When math legitimizes knowledge: a step by step approach to Bayes’ rule in diagnostic reasoning by Yung Bruno de Mello Gonzaga, André Demambre Bacchi, Vitor Borin Pardo de Souza

“…CONCLUSIONS: Excellent doctors are masters at applying Bayesian reasoning without using any formulas: they understand that the most important component of the diagnostic process is the reasoning that originates it and the resulting clinical decision depends on interpreting results considering their interaction with the context, not in isolation. …”
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