Machine learning techniques for independent gait recovery prediction in acute anterior circulation ischemic stroke by Jiangping Ma, Yuanjie Xie

“…The SHapley Additive exPlanations (SHAP) method was employed to interpret the RSF model globally and locally. Results Ten predictors were identified through LASSO regression, including age, gender, periventricular white matter hyperintensities (PVWMH), Montreal Cognitive Assessment (MoCA), National Institutes of Health Stroke Scale (NIHSS), enlarged perivascular spaces in basal ganglia (BG-EPVS), lacunes, parietal infarction, basal ganglia infarction, and Timed Up & Go (TUG) test score. …”
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PERCEIVING THE SACRED FEMININE: SOME THOUGHTS ON THE CYCLADIC FIGURINES AND JUNGIAN ARCHETYPES by T. V. Danylova

“…Laconic ancient images provide a vast space of options for human imagination. In an attempt to interpret them, we are suddenly seized and carried away into unknown depths. …”
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Test of the RUSLE and Key Influencing Factors Using GIS and Probability Methods: A Case Study in Nanling National Nature Reserve, South China by Jun Wang, Qian He, Ping Zhou, Qinghua Gong

“…The results showed that the overall accuracy of image interpretation was acceptable, which could be used to represent the currently actual spatial distribution of soil erosion. …”
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Civil substantive and procedural legal means of securing reparations for Ukraine by O. G. Bortnik

“…The results of the study can be used in educational, law-making, law interpretation and law enforcement processes, in particular in civil proceedings in Ukraine. …”
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Comment dire sans dire? by Chantal Rittaud-Hutinet

“…Avec des exemples (conversations non préparées, film) où l’acoustique est la seule marque qui guide le destinataire vers l’interprétation du non-dit de l’énonciateur, est analysé le signifié pragmatique et le signifiant des unités linguistiques de l’intonation expressive que sont les signes vocaux. …”
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ANALYSIS OF THE MAIN NOTIONS OF J.RAWLS‘ "A THEORY OF JUSTICE" by Goda Izabelė Izabelė Venslauskaitė

“…The answer to this question is ambivalent in the sense that the concept "pure procedural justice" has itself weaker and stronger interpretations. J. Rawls making distinction between procedural and substantial justice says that the difference between them is similar to the one between procedural justice and the justice of results. …”
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Analysis of Internet Financial Risk Control Model Based on Machine Learning Algorithms by Mingjin Liu, Ruijie Gao, Wei Fu

“…The comparison of the training results is based on the comprehensive consideration of training time, validation set accuracy, TPR evaluation indicators, and interpretability of the results; it verifies the advantages of the machine learning model in screening the key influencing factors that cause the overdue performance of credit customers. …”
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A Novel Mathematical Model for Fracturing Effect Evaluation Based on Early Flowback Data in Shale Oil Reservoirs by Yuhan Wang, Zhengdong Lei, Zhenhua Xu, Jie Liu, Xiaokun Zhang, Erhui Luo, Yuqi Liu, Pengcheng Liu

“…Finally, the reservoir reconstruction volume and the related hydraulic fracture parameters are estimated based on the material balance method, and the rationality of the model is verified via numerical simulation. The interpretation results of this novel model are more accurate, making it an effective way to evaluate the hydraulic fracture parameters and transformation effect, and it has guiding significance for the evaluation of the hydraulic fracturing effect in the field.…”
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Characteristics of Patients With Community‐Acquired Pressure Injuries by Midori Nagano, Yoshiko Kubo, Akiko Egawa, Masayo Kobayashi, Masami Sato

“…After classification into three groups, data were interpreted by Euclidean distance and comparison between ‘attribute and risk factors of PI’ and ‘PI and destinations after discharge’. …”
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Conceptos sobre pensamiento crítico en el discurso de docentes de humanidades de universidades chilenas by Kristov Cerda Neira, Angel Ovando Morales, Loreto Viveros Ahumada

“…The consistency and hermeneutic circle of the concepts that underly those metaphors, as its consequences for the interpretation of the humanities didactic strategies, point to an ideological configuration beyond the disciplinary discourse, while belongs to the academia discourse itself. …”
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The Conditions of Public Opinion Action in Soviet Lithuania by Valdemaras Klumbys

“…In a struggle with inner enemies, KGB used the method of discreditation, which aims to damage authority, good name of an opponent, and trust of society in him by leaking out or interpreting negatively the facts of his life and activity in order to suppress their activity, lower the number of supporters and to justify the repression. …”
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Urban Vegetation Mapping from Aerial Imagery Using Explainable AI (XAI) by Arnick Abdollahi, Biswajeet Pradhan

“…Thus, in this work, we explain how an explanation model called Shapley additive explanations (SHAP) can be utilized for interpreting the output of the DNN model that is designed for classifying vegetation covers. …”
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The use of information technologies to predict and diagnose the psychological trauma of servicemen – combatants by O. S. Kolesnichenko, S. A. Gorelyshev

“…Such a psycho-diagnostic testing document (profile) contains information about the respondent (last name, first name, middle name, group number), as well as numerous results of passing each psychological test (title, time, date, basic indicators) and their interpretation. If any test is failed, a record on its failure is made in the profile. …”
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Anomaly detection solutions: The dynamic loss approach in VAE for manufacturing and IoT environment by Praveen Vijai, Bagavathi Sivakumar P

“…The proposed model addresses key challenges, including data imbalance, interpretability issues, and computational complexity. …”
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Flexible analysis of spatial transcriptomics data (FAST): a deconvolution approach by Meng Zhang, Joel Parker, Lingling An, Yiwen Liu, Xiaoxiao Sun

“…Compared to existing methods, FAST imposes fewer distribution assumptions, utilizes the spatial structure information of tissues, and encourages interpretable factorization results. These features enable greater flexibility and accuracy, making FAST an effective tool for deciphering the complex cell-type composition of tissues and advancing our understanding of various biological processes and diseases. …”
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Perspective on Agapeic Ethic and Creation Care by Loveday Chigozie Onyezonwu, Ucheawaji Godfrey Josiah

“…Ecological liberation hermeneutics was adopted as an interpretative framework, while the eco-justice principles of interconnectedness and purpose were engaged to foreground the underlying issues in this study. …”
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Analyzing Structural and Physical Changes and the Future of Tehran’s Urban Fringe (The Case: The Fringe of District 22 of Tehran Municipality) by Taher Parizadi, Ali Shamaei

“…To identify the drivers of future changes, a structural-interpretive model has been implemented using Mic-Mac software. …”
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Distribution of Trace Elements, Sr-C Isotopes, and Sedimentary Characteristics as Paleoenvironmental Indicator of the Late Permian Linxi Formation in the Linxi Area, Eastern Inner... by Linlin Wang, Yongsheng Zhang, Enyuan Xing, Yuan Peng, Dongdong Yu

“…Unfortunately, until now, the interpretation of the sedimentary environment of this area has been controversial. …”
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Social and humanitarian policy of Ukraine in the conditions of war by Humeniuk T.

“…The method of generalization was used for the systematization and interpretation of the results obtained during the study.Results. …”
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Application of Genomic Selection in Beef Cattle Disease Prevention by Ramanathan Kasimanickam, Joao Carlos Pinheiro Ferreira, John Kastelic, Vanmathy Kasimanickam

“…Despite challenges like cost, data interpretation and integration into current management systems, the potential advantages of genomic applications in disease prevention are substantial. …”
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