DiffuseGaitNet: Improving Parkinson’s Disease Gait Severity Assessment With a Diffusion Model Framework by Arshak Rezvani, Nasrin Ravansalar, Mohammad Ali Akhaee, Andrew J. Greenshaw, Russell Greiner, Maryam S. Mirian, Muhammad Yousefnezhad, Martin J. McKeown

“…Assessing the severity of gait impairment in Parkinson’s disease (PD) using the Movement Disorder Society’s Unified Parkinson’s Disease Rating Scale (MDS-UPDRS) is typically performed by clinical experts, but this process is time-consuming, subjective, and costly. …”
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Whole-Genome Sequence-Based Diversity of <i>Mycobacterium tuberculosis</i> Strains Isolated from a Central Western Region of Mexico by Andrea Monserrat Negrete-Paz, Gerardo Vázquez-Marrufo, Adrián Rodríguez-Carlos, Bruno Rivas-Santiago, Ma. Soledad Vázquez-Garcidueñas

“…Tuberculosis remains a significant health issue in Mexico, which has one of the highest incidence rates in the Americas. This study aimed to analyze the circulating sublineages, spoligotypes, drug resistance, and transmission patterns of <i>Mycobacterium tuberculosis</i> in Mexico’s Central Western region using whole-genome sequencing. …”
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Multimorbidity frailty index and clinical outcomes among 42,989 older heart failure patients directly discharged from emergency departments: A nationwide retrospective cohort study by Wan-Ju Liao, Hsi-Yu Lai, Liang-Yi Lin, Cheng-Hsueh Wu, Fei-Yuan Hsiao, Liang-Kung Chen

“…Readmission rates showed similar patterns. The severely frail group had higher risks of mortality (aHR 1.44, 95 % CI 1.33–1.55), all-cause readmissions (sHR 1.69, 95 % CI 1.62–1.76), and HF-related readmissions (sHR 1.59, 95 % CI 1.48–1.71). …”
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Farm households’ livelihood adaptive capacity under multiple pressures of small watershed management by Yaru Sun, Yilin Gan, Jing Luo, Tingting Han, Hafo Wang, Ruirui Yang, Lingling Tian

“…However, the FHLAC remains predominantly low to moderate in the small watershed. The contribution rates of livelihood pressure, livelihood capital, and willingness to adapt to FHLAC are 22.24 %, 28.69 %, and 49.07 %, respectively. …”
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From Funding Equity Initiatives to Research Productivity: Quantifying the Impact of NSF ADVANCE Awards on Recipients’ Publication Trajectories by Alexander J. Gates, Laura K. Nelson, Rachael Grudt, Kathrin Zippel

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From Margin to Mainstream: Informal Street Vendors and Local Politics in Kolkata, India by Tathagata Chatterji, Souvanic Roy

“…Power relations and engagement patterns between the street vendors and the state authorities had changed over years, impacting quality of life within the core city and its long term sustainability. …”
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Emoji-Driven Sentiment Analysis for Social Bot Detection with Relational Graph Convolutional Networks by Kaqian Zeng, Zhao Li, Xiujuan Wang

“…Subsequently, seven sentiment-based features are extracted to quantify statistical disparities in emotional expression patterns between bot and human accounts. An attention gating mechanism is further designed to dynamically fuse these sentiment features with user description, tweet content, numerical attributes, and categorical features. …”
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Geospatial analysis of cholera outbreak in Lusaka, Zambia, between 2023 and 2024 by William Ngosa, Tadatsugu Imamura, Nyuma Mbewe, Joseph Seriki, Oscar Nzila, Fred Mfune, Godfrey Zulu, Chomba Mulando, Tizha Chiluba, Luo Miyanda, Agness Phiri, Lucy Sichone, Galion Mwape, Kapambwe Mulenga, Charles Chileshe, Nawa Mabuku, Dabwiso Banda, Fangyu Yan, Taro Kamigaki, Roma Chilengi, Nyambe Sinyange

“…Results Over the study period, 4,591 suspected cholera cases with geocoordinate data were identified, with incidence rates varying across the constituencies. Median cholera incidence (IQR) was 0.55 (0.27–1.44) in Lusaka, with higher incidence rates observed in unplanned residential areas. …”
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Evaluation of the Effects of Anesthetics and Surgery on Sleep Quality in Patients Undergoing Posterior Spinal Instrumentation Surgery: A Prospective Randomised Clinical Trial by Selcan Akesen, Gökay Eken, Yücel Bilgin, Saltuk Buğra Güler, Elifgül Ulutaş

“…Introduction: The aim of the study is to evaluate the impact of the anesthesia methods and surgical procedure on the sleep patterns and sleep quality of patients undergoing posterior spinal instrumentation, using the Pittsburgh Insomnia Rating Scale-20 (PIRS-20). …”
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AI-DBS study: protocol for a longitudinal prospective observational cohort study of patients with Parkinson’s disease for the development of neuronal fingerprints using artificial... by Martijn Beudel, Rick Schuurman, Rob M A de Bie, Deborah Hubers, Mariëlle J Stam, Martijn G J de Neeling, Bart J Keulen, Arthur W G Buijink, Bernadette C M van Wijk

“…The objective of the AI-DBS study is to identify patient-specific patterns of neuronal activity that are associated with the severity of motor symptoms of PD. …”
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Sex determination and stature estimation using logistic and linear regression models: A population-specific study of tibia and Fibula in Northeastern Thais by Suthat Duangchit, Chanasorn Poodendaen, Phetcharat Phetnui, Pornpimol Tasu, Worrawit Boonthai, Nareelak Tangsrisakda, Sitthichai Iamsaard

“…Results: For sex determination, the results showed that univariate logistic regression models achieved the accuracy rates up to 87.50 %, with maximum proximal epiphyseal breadth of the tibia demonstrating highest discriminatory power. …”
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Molecular and genomic investigation of an urban outbreak of dengue virus serotype 2 in Angola, 2017-2019. by Zoraima Neto, Pedro A Martinez, Sarah C Hill, Domingos Jandondo, Julien Thézé, Marinela Mirandela, Renato Santana Aguiar, Joilson Xavier, Cruz Dos Santos Sebastião, Ana Luísa Micolo Cândido, Filipa Vaz, Gisel Reyes Castro, Joana Paula Paixão, Nicholas J Loman, Philippe Lemey, Oliver G Pybus, Jocelyne Vasconcelos, Nuno Rodrigues Faria, Joana de Morais

“…<h4>Background</h4>The transmission patterns and genetic diversity of dengue virus (DENV) circulating in Africa remain poorly understood. …”
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Dynamic parking space allocation at urban scale: Problem formulation and resolution by Hanae Errousso, Jihane El Ouadi, El Arbi Abdellaoui Alaoui, Siham Benhadou

“…To do this, we consider both solicitation rates in these areas and coverage ratios of received parking demands. …”
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The characteristics of new-onset myasthenia gravis after COVID-19 outbreak: a cross-sectional study by Yanzhen Huang, Yu Wu, Shaodan Zhou, Xianting Que, Ailing Jiang, Danli Shi, Ting Lu, Yanlan Chen, Ziqun Lin, Chao Liu, Yishuang Wen, Shuyi Zhang, Wen Huang

“…After COVID-19 outbreak, there was an increase in new-onset MG patients, with more cases occurring within the first three months. The rates of pulmonary inflammation (40.28%), COVID-19 vaccination (88.14%), and treatment with tacrolimus (15.98%) and MG duration (15 weeks, IQR: 5.75, 32) were higher, while rates of thymectomy (13.92%), baseline MG-ADL (3, IQR: 3, 6), and QMGS (7, IQR: 5,8) were lower compared to new-onset MG patients before COVID-19 outbreak. …”
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Solar dryers: A review of mechanism, methods and critical analysis of transport models applicable in solar drying of product by Onyinyechi Nnamchi, Cyprian Tom, Godwin Akpan, Murphy Umunna, David Ubong, Mathew Ibeh, Adindu Linus–Chibuezeh, Leonard Akuwueke, Stephen Nnamchi, Augustine Ben, Macmanus Ndukwu

“…Solar drying has been demonstrated to be a sustainable and eco-friendly drying process for drying and preserving agricultural products, offering advantages over traditional methods that include faster drying rates, improved product quality, and reduced energy costs. …”
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Assessing Natural Variation as a Baseline for Biodiversity Monitoring: The Case of an East Mediterranean Canyon by Meir Finkel, Ariel Leib Leonid Friedman, Hagar Leschner, Ben Cohen, Hoshen Inbar, Shai Gelbert, Agam Rozen, Eitan Barak, Ido Livne, Ittai Renan, Gilad Ben-Zvi, Orr Comay

“…Despite substantial species turnover rates between periods in all the taxa, almost no change was found regarding the biogeographical origins of plant and beetle species composition. …”
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Deep learning enhanced road traffic analysis: Scalable vehicle detection and velocity estimation using PlanetScope imagery by Maciej Adamiak, Yulia Grinblat, Julian Psotta, Nir Fulman, Himshikhar Mazumdar, Shiyu Tang, Alexander Zipf

“…Satellite-based approaches provide broad spatial coverage, but face challenges, including high costs, low frame rates, and difficulty detecting small vehicles in medium-resolution imagery. …”
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Wild Ungulate Prey Size and Feeding Group Demographic Structure Affect Interactions and Per Capita Food Intake of African Pride Lions in East African Maasai Steppe by Thobias Oddo Tomeka, Bernard M. Kissui, Ifura Godfrey Ukio, Frank R. Mushi, Rudolf F. Mremi, Nathan J. Roberts, Marcel Holyoak, Guangshun Jiang

“…However, subadults increased their per capita intake rates when feeding together with both cubs and adult females. …”
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Toll-like receptor 4 promotes proliferation and apoptosis resistance in human papillomavirus–related cervical cancer cells through the Toll-like receptor 4/nuclear factor-κB pathwa... by Ninghong Jiang, Feng Xie, Qisang Guo, Ming-Qing Li, Jingjing Xiao, Long Sui

“…Proliferation of HeLa and Caski cells was promoted in lipopolysaccharide-stimulated groups but suppressed in short hairpin RNA–transfected groups. Apoptosis rates were lower in lipopolysaccharide-stimulated groups relative to short hairpin RNA–transfected groups. …”
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Global, regional, and national burden of sudden infant death syndrome and the impact of COVID-19: a trend and health inequality analysis based on the global burden of disease study... by Xinkuo Zheng, Meishen Liu, Xingwei Zhao, Xiuqi Xu, Wei Tao, Ling Wu, Weijia Sun, Yuhang Dong, Yalin Xi

“…Age-standardized DALY rates (ASDR; per 100,000 population) with 95% uncertainty intervals (UIs) were calculated for 204 countries and territories, stratified by age, location, and socio-demographic index (SDI).ResultsIn 2021, the ASDR of SIDS accounted for 44.16 (95% UI: 25.70–59.26) per 100,000 population globally, which was a 58.97% decrease from 1990. …”
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