ZeST: A Zero-Resourced Speech-to-Speech Translation Approach for Unknown, Unpaired, and Untranscribed Languages by Luan Thanh Nguyen, Sakriani Sakti

“…ZeST consists of two main phases: <xref ref-type="disp-formula" rid="deqn1">(1)</xref> Discovering semantically related speech pairs from unpaired data by leveraging self-supervised visually grounded speech (VGS) models and <xref ref-type="disp-formula" rid="deqn2">(2)</xref> Achieving textless speech-to-speech translation for untranscribed languages using discrete speech representations and sequence-to-sequence modeling. …”
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Nonlinear effects of traffic statuses and road geometries on highway traffic accident severity: A machine learning approach. by Yao Liang, Hongxia Yuan, Zhenwu Wang, Zhongjin Wan, Tiantian Liu, Bing Wu, Shijie Chen, Xiaobo Tang

“…Additionally, this study considers the traffic conditions on the day of the accident, rather than the average annual traffic data as previous studies have done. To achieve this, we collected road design documents, traffic-related data, and 2023 accident data from the Suining section of the G42 Expressway in China. …”
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Needs Analysis for Design Optimization Psychoeducative Guidance Service Device in Elementary School by Arismunandar Arismunandar, Abdul Saman, Musfirah Musfirah, Nurhikmah H, Imron Burhan

“…The process of descriptive statistical analysis involves several steps: first, gathering data through questionnaires; next, presenting the data in a visual format such as frequency percentage tables for each indicator; and finally, interpreting the presented data. …”
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Presentation of Infectious Keratitis to ED during COVID-19 Lockdown by Barry Power, Aaron Donnelly, Conor Murphy, Timothy Fulcher, William Power

“…The clinical notes of patients undergoing corneal scrapes were reviewed, and data were collected on treatment, culture growth, surgical interventions, visual outcomes, admission rates, and risk factors. …”
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Unintended consequences of technology in competency-based education: a qualitative study of lessons learned in an OtoHNS program by Mary Ott, Tavis Apramian, Sayra Cristancho, Kathryn Roth

“…Themes prioritized needs for searchable, contextual, visual, and mobile aspects of technology design to support use of assessment data for resident learning. …”
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EFFECT OF SURGICAL TREATMENT OF PATIENTS WITH PROLIFERATIVE DIABETIC RETINOPATHY COMPLICATED BY HEMOPHTHALMIA by V. D. Zaharov, I. M. Gorshkov, P. V. Yakoushev, V. A. Solomin, S. V. Kolesnik, A. O. Nosirova

“…In control group (31 patients, 32 eyes) we performed endolaser photocoagulation after the altered vitreous body removal in the zones of suspected ischemia without data of fluorescein angiography. Conclusions about the effectiveness of therapy were based on improvement / decrease of visual acuity, intraocular pressure dynamics, electrophysiological studies data and the number of complications (recurrent hemophthalmos, increased intraocular pressure, macular edema and iatrogenic scotomas). …”
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Mechanism of Influence of Spatial Perception on Residents’ Emotion in Child-Friendly Urban Streets of Fuzhou City by Shaofeng CHEN, Zhengyan CHEN, Yuhan XU, Zheng DING

“…These methods not only expand the data base for research on the built environment of child-friendly urban streets, but also validate the feasibility of multi-source fusion of subjective perception data and built environment data in emotion perception measurement, providing an effective methodological reference for the field of spatial research on child-friendly city streets. …”
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Long‐term trends in weather severity indices for dabbling ducks in eastern North America by Michael L. Schummer, John M. Coluccy, Michael Mitchell, Lena Van Den Elsen

“…We used previously developed Weather Severity Indices (WSI) that explained migration by dabbling ducks in eastern North America and weather data from the North American Regional Reanalysis to develop an open‐access internet‐based tool (i.e., WSI web app) to visualize and query WSI data. …”
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Enhancing Support Vector Classification for Diabetes Prediction with Novel Optimization Algorithms of Intelligent Health Services by Debojani Paul Chowdhury, Aditi Paul Chowdhury, Apurba Das, Pinki Pinki

“…Healthcare firms use big data analytics to dive into large datasets and find hidden patterns and insights since they have access to enormous amounts of data. …”
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JAK2 V617F as a Marker for Long-Term Disease Progression and Mortality in Polycythemia Vera and its Role in Economic Modeling by Jonas Hjelmgren, Kristoffer Nilsson, Gunnar Birgegård

“…Improved model predictions of DP and mortality based on the longitudinal evolution of JAK2 could be derived from real-world data sources. Such data are currently scarce and future observational studies should be designed to capture the long-term impact of JAK2 on DP and mortality in PV…”
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The Effects on the Femoral Cortex of a 24 Month Treatment Compared to an 18 Month Treatment with Teriparatide: A Multi-Trial Retrospective Analysis. by Tristan Whitmarsh, Graham M Treece, Andrew H Gee, Kenneth E S Poole

“…<h4>Methods</h4>Since an 18- versus 24-month TPTD study using QCT has not been conducted, we studied combined QCT data from four previous clinical trials. Combined femoral QCT data from three 18-month TPTD studies ('18-month group') were compared with data from a fourth 24-month trial ('24-month group'). …”
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LLM-Augmented Linear Transformer–CNN for Enhanced Stock Price Prediction by Lei Zhou, Yuqi Zhang, Jian Yu, Guiling Wang, Zhizhong Liu, Sira Yongchareon, Nancy Wang

“…The FinBERT embeddings are integrated with features from two additional branches: the Linear Transformer branch, which captures long-term dependencies in time-series stock data through a linearized self-attention mechanism, and the CNN branch, which extracts spatial features from visual representations of stock chart data. …”
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Acute Respiratory Distress Identification via Multi-Modality Using Deep Learning by Wajahat Nawaz, Kevin Albert, Philippe Jouvet, Rita Noumeir

“…We propose leveraging multi-modality data to address these limitations. Our method integrates color and depth data using deep convolutional neural networks with a late feature fusion scheme. …”
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Application of descriptive statistics for the analysis of student test results by H.V. Marchuk, V.L. Levkivskyi, V.A. Suhoniak, I.V. Panarina

“…For a better understanding of the results of the study, the data was visualized in the form of a box diagram, which displays the distribution of data through five main numerical characteristics (minimum, first quartile, median, third quartile, maximum). …”
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Underground electronic fence system based on UWB technology by Kai TAN, Yu HU, Jianbo DAI

“…A smart card reader with multi-modal data fusion capabilities was designed to integrate UWB ranging, AI video analytics, and near-field sensing terminal data, enabling hierarchical control of personnel identification cards, audible-visual alarms, and power-off protection devices through a scenario state assessment algorithm. …”
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What Makes a Space Relatively Memorable? A Study on the Recollection of Spaces through Space Syntax and Imageability Theories by Zeynep Tarçın Turgay, Alper Ünlü

“…Within a multidisciplinary framework, the methodology presents a unique approach that integrates space syntax with memory data. Firstly, content analysis was applied to cognitive maps, and the obtained data were redefined according to the configurational (syntactic) and imageability qualities of the real environment they represent. …”
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High-Resolution Global Land Cover Maps and Their Assessment Strategies by Qiongjie Xu, Vasil Yordanov, Lorenzo Bruzzone, Maria Antonia Brovelli

“…The methods used to assess map accuracy and reliability, including statistical techniques and visual inspections, are briefly discussed. The validation approaches adopted in recent studies are summarized, with an emphasis on their importance in maintaining data integrity and addressing emerging needs, such as the development of common validation datasets. …”
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Nitrogen dioxide exposure attenuates or even reverses the association between physical activity and fasting plasma glucose levels in non-diabetic elderly Chinese adults by Chen Zhang, Qingsi Wu, Xuqiu Cheng, Ziwei Tian, Junzhe Li, Qiang Liu, Yan Zhang, Xianwei Guo, Guimei Chen, Huaibiao Li, Changliu Liang, Bing Hu, Dongmei Zhang, Chunmei Liang, Jie Sheng, Fangbiao Tao, Jun Wang, Yuyou Yao, Linsheng Yang

“…Methods A total of 2600 non-diabetic elderly Chinese adults were included in this cross-sectional study. PA data were collected using the International Physical Activity Questionnaire (IPAQ). …”
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Meta-Analysis of Computational Thinking Studies in Science Education: Descriptive Statistics by Gülbin Kıyıcı, Havva Yamak

“…Keywords, which have an important place in the findings, were visualized with word cloud in accordance with the nature of the data. …”
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Multimodality of political digital discourse on Twitter social media by Abdul Wachid Bambang Suharto

“…Data collection techniques are carried out by documenting, listening, and taking notes. …”
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