Predictive Value of Machine Learning Models for Cerebral Edema Risk in Stroke Patients: A Meta‐Analysis by Qi Deng, Yu Yang, Hongyu Bai, Fei Li, Wenluo Zhang, Rong He, Yuming Li

“…Results We included 22 studies with 25,096 stroke patients and 25 models, which were constructed using common and interpretable clinical features. In the validation cohort, the models achieved a concordance index (c‐index) of 0.840 (95% CI: 0.810–0.871) for predicting poststroke cerebral edema, with a sensitivity of 0.76 (95% CI: 0.72–0.79) and a specificity of 0.87 (95% CI: 0.83–0.90). …”
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The development of modern-day competences in education, in the context of an agile approach by János Varga, Ágnes Csiszárik-Kocsir, Mónika Garai-Fodor

“…They also help to understand why the study links these three areas, illustrate the cause and effect relationship, and in all cases studies are closely linked to the interpretation of these three areas and their impact on each other.…”
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Development and validation of machine-learning models for predicting the risk of hypertriglyceridemia in critically ill patients receiving propofol sedation using retrospective dat... by Jiawen Deng, Hemang Yadav, Kiyan Heybati

“…Global model explainability will be assessed using permutation importance, and local model explainability will be assessed using SHapley Additive exPlanations.Ethics and dissemination The proposed ML model aims to provide a reliable and interpretable tool for clinicians to predict the risk of propofol-associated hypertriglyceridemia in ICU patients. …”
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Renewal of Implementing Regulations in Minimizing Control in Limited Liability Companies Outside of Acquisitions by Kartina Pakpahan, Willy Tanjaya, Wulan Me Ferina

“…Purposes of the Research:  The control intended by UUPT is very limited and cannot be interpreted more broadly. Methods of the Research: The research method used in this research is Empirical Legal Research, which uses a sociological legal approach focusing on reality by examining the application of law, in this case the PT UU, which is used as a basis for the formation and implementation of a Legal Entity (limited liability company). …”
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Legislative amendments regarding criminal proceedings under martial law by V. V. Ablamska

“…It is noted that in paragraph 2, part 1 of Art. 615 of the Criminal Procedure Code of Ukraine fixes the definition of “absence of an objective possibility”, the interpretation of which is not provided in the law, and no cases of such an objective possibility are given. …”
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Land Use Mapping of the Guangdong–Hong Kong Macao Greater Bay Area Based on a New Approach at 30 m Resolution for the Years 1976 to 2020 by Yu Gu, Yangbo Chen, Jun Liu

“…In this study, the Google Earth Engine platform, Landsat satellite imagery, and a substantial number of manually interpreted samples were used to develop a dataset of annual land use changes in the Guangdong–Hong Kong Macao Greater Bay Area (GBA) at a 30 m resolution for the years 1976 to 2020. …”
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Continuous Sign Language Recognition With Multi-Scale Spatial-Temporal Feature Enhancement by Zhen Wang, Dongyuan Li, Renhe Jiang, Manabu Okumura

“…Continuous Sign Language Recognition (CSLR) seeks to interpret the gestures used by people who are hard of hearing-mute individuals and translate them into natural language, thereby enhancing communication and interaction. …”
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Clinical considerations on antimicrobial resistance potential of complex microbiological samples by Norbert Solymosi, Adrienn Gréta Tóth, Sára Ágnes Nagy, István Csabai, Csongor Feczkó, Tamás Reibling, Tibor Németh

“…To understand the interpretiveness of AMRP, the concordance between phenotypic AMR properties and ARGs was investigated by analyzing data from 574 Escherichia coli strains of five different studies. …”
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Advances in Stem Cell Therapy for Huntington’s Disease: A Comprehensive Literature Review by Siddharth Shah, Hadeel M. Mansour, Brandon Lucke-Wold

“…The collected data were analyzed and used for critical interpretation in the present review. Data are presented chronologically as clinical studies were published. …”
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Diagnostic Accuracy of Non-Contrast Magnetic Resonance Imaging in Diagnosing Pituitary Micro-Adenoma, Taking Histopathology as Gold Standard by Sehar Sarfraz, Tayyaba Ali, Pakeeza Shafiq, Zartashia Khan, Waqar Azeem, Ghazala Rasool, Ehsan Ul Haq

“…A standardized protocol was used for non-contrast MRI and findings were interpreted by experienced radiologists. The comparison was made against histopathology as the reference standard. …”
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Information War in Syria by N. A. Smirnov

“…To get the necessary public support, the parties are trying to have different interpretation of further scenarios. Much depends on this: whether the country's population supports the direction of further assistance or troops, how residents of other countries would react to a further continuation of the conflict, or how the representatives of international organizations would answer the question about the legitimacy of any move. …”
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Anthology of Ukrainian Poetry “Strings” by Bohdan Lepky as a Text in Contextual Reading by Lilia Оvdiichuk

“…Reading Bohdan Lepky's anthology through historical, biographical, literary/literary criticism contexts allows us to conclude that this book represents the thematic and genre canon of Ukrainian literature in the author's reception and interpretation.…”
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Why are there discrepancies between depressed patients’ Global Rating of Change and scores on the Patient Health Questionnaire depression module? A qualitative study of primary car... by Alice Malpass, Glyn Lewis, Jude Robinson, Christopher Dowrick, Naila Khan, Louise Fusco

“…Interviews were transcribed and subjected to interpretative phenomenological analysis.Results We identified four themes as explanations for mismatch between GRC and PHQ-9: perceptions that GRC provided a more accurate assessment of current mental state than PHQ-9; impact of recent negative or positive life events on either measure; personal understanding of depression as normally fluctuating, and tendency to underscore on PHQ-9 as a means of self-motivation; and lack of recall.Conclusions The combined used of the PHQ-9 and a more open question better captures the patient’s unique experiences of mental health. …”
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A Beam of Light on the Dark Side of the Moon: A Critical Review on the Book Women in Ancient Persia by Ehsan Ahmadinya

“…With the development and expansion of the new archeology since the 1960’s up to now, and exploring the most important Achaemenid centers, whose discoveries began about a century earlier, a large amount of inscriptional information as well as information derived from the interpretation of material culture made available to researchers. …”
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The minimal clinically important difference of the Participation Measurement Scale in chronic stroke by Oyéné Kossi, Soraia M. Silva, Francesco Lena, Mendinatou Agbetou, Thierry Adoukonou, Peter Feys, Félix Nindorera

“…Conclusion: Our study estimated the MCID of the PM-Scale at 1.98 logit, enabling a more precise interpretation of the outcome in the clinical and research settings. …”
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Towards global elimination of lymphatic filariasis: a systematic review of the application of spatial epidemiological methods to enhance surveillance and support elimination progra... by Angela Cadavid Restrepo, Colleen L Lau, Beatris Mario Martin, Helen J Mayfield

“…The most frequent model outputs were prevalence maps (17 studies, 27.9%), followed by risk maps based on environmental suitability (7 studies, 11.5%) and maps of the odds of seroprevalence being above a predetermined threshold (7 studies, 11.5%).Interpretation By demonstrating the applicability of spatial methods for investigating transmission drivers, identifying clusters and predicting hotspots, we highlight innovative ways in which spatial epidemiology has provided valuable evidence to support LF elimination. …”
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Uncertainty-aware deep learning in healthcare: A scoping review. by Tyler J Loftus, Benjamin Shickel, Matthew M Ruppert, Jeremy A Balch, Tezcan Ozrazgat-Baslanti, Patrick J Tighe, Philip A Efron, William R Hogan, Parisa Rashidi, Gilbert R Upchurch, Azra Bihorac

“…Conformal prediction offered similar strong performance in estimating uncertainty, along with ease of interpretation and application not only to deep learning but also to other machine learning approaches. …”
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Exercise as an abortive treatment for cluster headaches: Insights from a large patient registry by Mi‐Kyoung Kang, Yooha Hong, Soo‐Jin Cho

“…Among the 23 patients who benefited from exercise, 18 reported their most effective treatment, which were exercise alone in 50% (9/18), followed by exercise with triptans in 38.9% (7/18), and oxygen with or without triptans in 5.5% (1/18). Interpretation About 40% of CH patients attempted exercise for acute CH management, with 30% experiencing over 50% improvement. …”
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Accelerated Modeling of Transients in Electromagnetic Devices Based on Magnetoelectric Substitution Circuits by Sergii Tykhovod, Ihor Orlovskyi

“…Representations of true electric and magnetic current functions are interpreted as direct currents in the proposed substitution circuit. …”
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On the principles of building a model of a specialist – a graduate of a pedagogical university by K. S. Kаtаеv, S. G. Kаtаеv, I. V. Kаmenskaya

“…The reasonableness of the obtained results of the study, the availability of a variety of algorithms for data interpretation indicate the real possibility of using in practice the proposed structure of the model, including the way of organising data as a monitoring system.…”
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