Detection and Severity Assessment of Parkinson’s Disease Through Analyzing Wearable Sensor Data Using Gramian Angular Fields and Deep Convolutional Neural Networks by Sayyed Mostafa Mostafavi, Shovito Barua Soumma, Daniel Peterson, Shyamal H. Mehta, Hassan Ghasemzadeh

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Motion-Perception Multi-Object Tracking (MPMOT): Enhancing Multi-Object Tracking Performance via Motion-Aware Data Association and Trajectory Connection by Weijun Meng, Shuaipeng Duan, Sugang Ma, Bin Hu

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Normative Data for the D-KEFS Color-Word Interference and Trail Making Tests Adapted in Greek Adult Population 20–49 Years Old by Marianna Tsatali, Fotini Surdu, Andromachi Konstantinou, Despina Moraitou

“…Afterwards, we calculated normative data using raw scores and transformed them into percentile scores. …”
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Harnessing Multi-Source Data and Deep Learning for High-Resolution Land Surface Temperature Gap-Filling Supporting Climate Change Adaptation Activities by Katja Kustura, David Conti, Matthias Sammer, Michael Riffler

“…Here, we propose a deep-learning-based methodology for LST estimation using multi-source data including Sentinel-2 imagery, land cover, and meteorological data. …”
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Course and outcomes of COVID-19 in patients with immunoinflammatory rheumatic diseases: Preliminary data from the NIIR/APP-COVID-19 registry and literature review by E. L. Nasonov, B. S. Belov, A. M. Lila, E. S. Aronova, G. I. Gridneva, A. V. Kudryavtseva, E. V. Sokol, A. V. Torgashina, I. B. Vinogradova, D. I. Abdulganieva, A. Yu. Zimenko

“…When assessed on an “empirical” visual scale, stage 0 of lung lesion was observed in 49 (34.3%) patients, stage 1 in 40 (28%), stage 2 in 35 (24.5%), stage 3 in 19 (13.2%), stage 4 in 0. …”
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Expendable bathythermograph (XBT) data collected along the Southern Ocean chokepoint between Aotearoa / New Zealand and Antarctica, 1994–2024 by G. Aulicino, G. Aulicino, A. I. Ferola, A. I. Ferola, L. Fortunato, G. Budillon, G. Budillon, P. Castagno, P. Castagno, P. Falco, P. Falco, G. Fusco, G. Fusco, N. Krauzig, N. Krauzig, G. Spezie, G. Spezie, E. Zambianchi, E. Zambianchi, Y. Cotroneo, Y. Cotroneo

“…All temperature profiles underwent rigorous quality control, including a general malfunctioning verification, the removal of spikes, the consistency check of adjacent profiles, the comparison to regional oceanographic features and satellite altimetry observations, and a final visual check by the operator. Data quality checks led us to discard about 12 % of acquired XBT measurements. …”
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CT-Free Attenuation Correction in Paediatric Long Axial Field-of-View Positron Emission Tomography Using Synthetic CT from Emission Data by Maria Elkjær Montgomery, Flemming Littrup Andersen, René Mathiasen, Lise Borgwardt, Kim Francis Andersen, Claes Nøhr Ladefoged

“…A 3D parameter transferred conditional GAN (PT-cGAN) architecture, pre-trained on adult data, was adapted and trained on the paediatric cohort. …”
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Association of the body roundness index with chronic diarrhea and chronic constipation: findings based on the National Health and Nutrition Examination Survey 2005–2010 data by Yinda Wang, Fei Chen, Binzhong Zhang, Zhengwei Song

“…Methods This study adopted a design that is cross sectional, drawing on data from the NHANES, gathered from 2005 to 2010 with health information from a total of 11,235 individuals. …”
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Predictors and Correlates of Depression and Anxiety Symptom Trajectories in a Large Digital Mental Health Provider: Retrospective Analysis of Data From Rula Health by Kelsey Lynn McAlister, Lara Baez, Douglas Newton, Sam Seiniger, Amy Pearlman, Allie Woodhouse, Jennifer Huberty

“…MethodsWe retrospectively analyzed longitudinal symptom data from adults receiving therapy through Rula Health, an MBC-based DMHI. …”
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Disease activity in patients with idiopathic inflammatory myopathy according to time since diagnosis and positivity to antisynthetase autoantibodies: data from the Myo-Spain regist... by Tatiana Cobo-Ibáñez, Ivan Castellví, Ana Pros, Marta Domínguez-Álvaro, Laura Nuño-Nuño, Julia Martínez-Barrio, Vega Jovaní, Fredeswinda Romero-Bueno, Esther Ruiz-Lucea, Eva Tomero, Ernesto Trallero-Araguás, Javier Narváez, Jordi Camins-Fàbregas, Alberto Ruiz-Román, Jesús Loarce-Martos, Susana Holgado-Pérez, V Miguel Flores-Rodríguez, Francisca Sivera, Carolina Merino-Argumanez, Antonio Juan-Mas, Irene Altabás-González, María Martín-López, Joaquín María Belzunegui-Otano, Carmen Carrasco-Cubero, Mercedes Freire-González, Iñigo Rúa-Figueroa, Nuria Lozano-Rivas, Julio David Suarez-Cuba, Olga Martínez, Rafaela Ortega-Castro, Patricia Alcocer, Alejandro Gómez-Gómez, Olga Sánchez-Pernaute, José Luis Tandaipan, Irene Carrión-Barberà, Chamaida Plasencia-Rodríguez, Oihane Ibarguengoitia-Barrena, Paola Vidal-Montal, Vera Ortiz-Santamaria, Noemi Garrido-Puñal, Anne Riveros, Esmeralda Delgado-Frías, Juan Miguel López-Gómez, Carmen Barbadillo, José María Pego-Reigosa, Beatriz E. Joven-Ibáñez, Jesús Alejandro Valero-Jaimes, Elena Naveda, Ana Isabel Turrión-Nieves, Daniel Seoane-Mato, Francisco Javier Prado-Galbarro, M Ángeles Puche-Larrubia

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Epidemiology of interpersonal violence among Mexican children and adolescents: a national analysis of injury data from public hospitals from 2015 to 2022 by Magdalena Gruendl, Diana D. del Valle, Letícia Nunes Campos, Theoneste Nkurunziza, Taylor Wurdeman, Tanujit Dey, Arturo Cervantes Trejo, Stefanie J. Klug, Tarsicio Uribe-Leitz

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Chronic disease comorbidities among middle-aged and elderly Chinese population with different depression levels: a network analysis on 2018 CHARLS data by Qiaofeng LI, Yilong YAN, Yuehan HE, Yongtai LI, Guowu DING

“…ObjectiveTo understand the chronic disease comorbidities among middle-aged and elderly Chinese population with different depression levels and provide a scientific basis for optimizing depression screening and chronic disease prevention and treatment. MethodsData from 14 222 middle-aged and elderly individuals aged ≥ 45 years old were collected from the 2018 China Health and Retirement Longitudinal Study (CHARLS). …”
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Comparison of preference-based health-related quality of life measures for chronic neck pain: a pooled analysis of data from three RCTs by Eun-Jung Kim, In-Hyuk Ha, Yoon Jae Lee, Dongwoo Nam, Yeon Cheol Park, Seong Min Lee, Soo-Jin Kim

“…Objectives This study aimed to identify a preference-based health-related quality of life (HRQOL) measure that best reflects disease-specific features in patients with neck pain by comparing the characteristics of the instruments.Design Pooled data from three multicentre randomised controlled clinical trials (RCTs) on neck pain were included for analysis in this study.Setting All three RCTs were conducted between 2017 and 2020 in Korea, and patients were recruited from four hospitals and one university teaching hospital.Participants In total, 313 patients with neck pain were included in the three RCTs.Primary and secondary outcome measures A correlation analysis was conducted using Spearman’s correlation coefficients between preference-based HRQOL scores (EuroQol-5 Dimension 5 Levels (EQ-5D-5L) and Short-Form 6-Dimension version 1 (SF-6Dv1)) and the disease-specific measures for pain and function (Numerical Rating Scale (NRS), Visual Analogue Scale (VAS), Neck Disability Index (NDI) and Northwick Park Questionnaire).Results Spearman’s correlation analyses (p value <0.01 for all) showed that EQ-5D-5L exhibited slightly stronger negative correlations with pain-related measures (VAS: −0.277, NRS: −0.262) compared with SF-6Dv1 (VAS: −0.207, NRS: −0.182). …”
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Comparative efficacy of tofacitinib and adalimumab in patients with psoriatic arthritis in real clinical practice. Data from the Russian nationwide register of patients with psoria... by E. Yu. Loginova, T. V. Korotaeva, E. E. Gubar, Yu. L. Korsakova, S. I. Glukhova, E. A. Vasilenko, A. A. Vasilenko, N. A. Kuznetsova, I. M. Patrikeyeva, E. L. Nasonov

“…In group 1, the number of patients with BSA> 3% decreased from 16 (39%) to 8 (26.7%; p<0.225), and in group 2, due to insufficient data (5 patients), we failed to evaluate BSA dynamics.Conclusion. …”
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Implementation of Re-Simulation-Based Integrated Analysis System to Evaluate and Improve Autonomous Driving Algorithms by Soobin Jeon, Junehong Park, Dongmahn Seo

“…The proposed system features a comprehensive visualization module for real-time analysis of diverse sensor data and ego vehicle information, offering intuitive insights to researchers. …”
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Weightage Identified Network of Keywords Technique: A Structured Approach in Identifying Keywords for Systematic Reviews by Sasidharan Sivakumar, Gowardhan Sivakumar

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Pengembangan Sistem Business Intelligence Dalam Monitoring Performa Perusahaan Multi Company by I Dewa Gde Deva Baskara Muku, I Putu Agung Bayupati, Anak Agung Ngurah Hary Susila

“…The business intelligence system is developed through the stages of data collection and analysis, data warehouse design, ETL process, and data visualization with Microsoft Power BI. …”
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Designing Customer Analytics Dashboard in Smart Device Retail Using Power BI by Reza Rahutomo

“…The adoption of data analytics has led to a paradigm shift in business decision-making, moving from intuition-based to data-driven strategies. …”
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Cross-evaluation of wearable data for use in Parkinson’s disease research: a free-living observational study on Empatica E4, Fitbit Sense, and Oura by Haakon Reithe, Brice Marty, Juan C. Torrado, Elise Førsund, Bettina S. Husebo, Ane Erdal, Simon U. Kverneng, Erika Sheard, Charalampos Tzoulis, Monica Patrascu

“…The analyses comprised three steps: preparation (device characteristics assessment, data extraction and preprocessing), processing (data structuring and visualization, cross-correlation analysis, diary comparison, uptime calculation), and evaluation (usability, availability, statistical analyses). …”
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Analysis and Research on Spectrogram-Based Emotional Speech Signal Augmentation Algorithm by Huawei Tao, Sixian Li, Xuemei Wang, Binkun Liu, Shuailong Zheng

“…To address this issue, in this paper we systematically evaluate the influence of common data augmentation algorithms on emotion recognition from three dimensions: (1) we design subjective auditory experiments to intuitively demonstrate the impact of augmentation algorithms on the emotional expression of speech; (2) we jointly extract multi-dimensional features from spectrograms based on the Librosa library and analyze the impact of data augmentation algorithms on the spectral features of speech signals through heatmap visualization; and (3) we objectively evaluate the recognition performance of the model by means of indicators such as cross-entropy loss and introduce statistical significance analysis to verify the effectiveness of the augmentation algorithms. …”
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