Smartphone sensor-based depression detection in campus environments: a proof-of-concept study with small-sample behavioral analysis by Yichen Bai, Yueze Liu, Yang Zhang, Amr Tolba

“…We utilized data from accelerometers, gyroscopes, and light sensors to establish associations between smartphone-derived behavioral patterns and PHQ-9 scores, a standard depression measure. …”
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Study on Operation Control Strategy for Campus Public Building Heating Systems in Severe Cold Areas by Chuntian Lu, Shourui Xue, Yuetong Zhang, Songqing Wang

“…The results demonstrate that, compared to the constant temperature water supply and constant temperature difference regulation scheme, the other two schemes achieved energy-saving rates of 17.1% and 34.8%, respectively. In the time dimension, these schemes match the time period of energy use in universities, and in the spatial dimension, they can realize the differentiated heat supply in the functional zoning of the building clusters. …”
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Time-Series Interval Forecasting with Dual-Output Monte Carlo Dropout: A Case Study on Durian Exports by Unyamanee Kummaraka, Patchanok Srisuradetchai

“…Hyperparameter optimization is performed through a grid search exploring activation functions, dropout rates, epochs, and batch sizes. Empirical distributions of predictive means and variances from the MCDO demonstrate the results of the dual-output MCDO DNNs. …”
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Cyber intrusion detection using ensemble of deep learning with prediction scoring based optimized feature sets for IOT networks by Deepesh M. Dhanvijay, Mrinai M. Dhanvijay, Vaishali H. Kamble

“…Traditional Intrusion Detection Systems (IDS) often face challenges in identifying unknown attacks and tend to have high false positive rates. To address these issues, we propose the Ensemble of Deep Learning Models with Prediction Scoring-based Optimized Feature Sets (EDLM-PSOFS). …”
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Genome-wide identification of the MIOX gene family and their expression profile in cotton development and response to abiotic stress. by Zhaoguo Li, Zhen Liu, Yangyang Wei, Yuling Liu, Linxue Xing, Mengjie Liu, Pengtao Li, Quanwei Lu, Renhai Peng

“…The ratios of non-synonymous (Ka) and synonymous (Ks) substitution rates revealed that purifying selection was the main force driving the evolution of MIOX genes. …”
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An Analysis of Stakeholder Management in Project Performance: A Case of Lusaka 400 Road Construction Projects by Dalisani Phiri, Kelvin Chimbomba

“…However, numerous studies have reported high failure rates in managing cost overruns and project delays during the implementation of the Lusaka 400. …”
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Modeling of Systematic Errors and Precision Optimization Methods for Workpiece Clamping and Alignment System in Aeroengine Gearbox Automated Line Machining by DU Xueming, XIANG Yang, LIU Shun, JIN Sun

“…Afterwards, it defines a precision loss quantification function, incorporating both output distribution deviations and tolerance violation rates. By optimizing the bases structure of the alignment system, the precision loss is reduced from 11.53% to 2.33%. …”
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Evolutionary Links Between Skull Shape and Body Size Suggest Allometric Forces and Selection at Work in a Generalist Group of Lizards by Julio A. Rivera, Jesualdo A. Fuentes‐G., Emília P. Martins

“…We also found strong links to overall body size, with evolutionary shifts to larger bodies being associated with more compact skulls and slower evolutionary rates. This is the opposite of the pattern in most mammals in which larger bodied species have longer snouts, and more like the pattern in frogs in which function has played a more important evolutionary role. …”
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Antimicrobial resistance in Salmonella enterica serovar Enteritidis in Morocco by Farida Ohmani, Khadija Khedid, Saad Britel, Aicha Qasmaoui, Reda Charof, Abdelkarim Filali-Maltouf, Rajae El Aouad

“…Conclusion: Resistance rates of Salmonella enterica serovar Enteritidis from Morocco are generally low but the resistance to nalidixic acid is worryingly common. …”
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Neighborhood environment and incident diabetes, a neighborhood environment-wide association study ('NE-WAS'): Results from the Hispanic Community Health Study/Study of Latinos (HCH... by Cara M Smith, Elizabeth W Spalt, Linda C Gallo, Jordan Carlson, Matthew Allison, Daniela Sotres-Alvarez, Christina Cordero, Qibin Qi, Earle C Chambers, Martha Daviglus, Amber Pirzada, Gregory A Talavera, Robert Kaplan, Joel D Kaufman, Stephen J Mooney

“…Type 2 diabetes incidence rates vary between neighborhoods, but no single aspect of the neighborhood environment is known to cause type 2 diabetes. …”
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Advancements in zeolite-based catalysts for the isomerization of n-alkanes: mechanistic insights and future directions by Nastaran Parsafard, Zaidoon M. Shakor

“…Our findings underscore the critical role of acid–base properties and pore architecture in dictating selectivity and conversion rates. Notably, we identify a novel class of hierarchical zeolites that exhibit superior activity and stability compared to conventional counterparts, attributed to enhanced mass transport and optimized active site accessibility. …”
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Demographics of colonic health: Unveiling sex- and age-driven trends in a cross-sectional retrospective analysis of 2523 colonoscopy procedures by Arwa F Flemban, Saeed M Kabrah, Mohammad Aldabagh, Hanan M Abd Elmoneim, Samah Alharbi

“…Older patients exhibited a higher prevalence of diverticular disease and bleeding; younger individuals (20–39 years) had higher rates of inflammatory changes. Conclusion Colonic abnormalities were prevalent in this Saudi population, with distinct age- and sex-specific patterns. …”
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Epidemiology and Prognosis of Progressive Pulmonary Fibrosis: A Literature Review by Ignacio Español Montero, Fernanda Hernandez-Gonzalez, Jacobo Sellares

“…Several ILDs other than idiopathic pulmonary fibrosis (IPF) may exhibit a progressive fibrotic phenotype, with diverse clinical presentation, histopathological and radiological patterns, as well as varying rates of disease progression and uncertain epidemiology, but with a similar prognosis of untreated idiopathic pulmonary fibrosis with irreversible lung function deterioration, substantial worsening of quality of life and early mortality. …”
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UNDERSTANDING THE IMPACT OF RECOGNITION AND RECALL ACTIONS ON ARCHITECTURAL DESIGN PROCESS by Noor Saeed, Can Uzun

“…Results show that designers are shifting or modifying their strategies on retrieval and design actions to minimize the error rates in design and accomplish the task in a given time. …”
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Development of several machine learning based models for determination of small molecule pharmaceutical solubility in binary solvents at different temperatures by Mohammed Alqarni, Ali Alqarni

“…The Polynomial model yielded a lower test R² of 0.8200 and higher error rates, indicating its limitations in unravelling the underlying relationships for the solubility variations. …”
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Demographic Trends and Evolving Housing Needs in Latvia: Implications for Social Housing Policy by Sanchaniya Rashmi Jaymin, Černeckienė Jurgita, Patel Shruti Jitendrakumar, Kundziņa Antra

“…It also assesses the current housing landscape, including characteristics of housing stocks, homeownership rates, rental market dynamics, and social housing provision. …”
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Impacts of Aerosol Particle Size Distribution and Land Cover Land Use on Precipitation in a Coastal Urban Environment Using a Cloud-Resolving Mesoscale Model by Nathan Hosannah, Jorge E. Gonzalez

“…Results suggest that LCLU provides the dominant forcing for urban precipitation, affecting precipitation rates, rainfall amounts, and spatial precipitation patterns. …”
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Mechanistic evidence of widespread insecticide resistance among the Illinois West nile virus vectors Culex pipiens and Culex restuans by Kylee R. Noel, Chang-Hyun Kim, Chris M. Stone

“…These findings highlight population differences in kdr mutation rates and metabolic resistance, underscoring the importance of ongoing insecticide resistance monitoring for effective management strategies.…”
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Comprehensive analysis of the clinical and biological significances of polyamine metabolism in glioma by Fei Bai, Kexin Zhai, Tiantian Yao, Yuxia Zhou, Yongxiang Zhao, Guanghui Yang

“…The nomogram exhibited excellent performance in predicting the survival rates of glioma patients. Enrichment analysis showed that the characteristics of genes related to polyamine metabolism affected glioma in many ways, especially related to tumor inflammation, hypoxia and IL6/JAK/STAT3 pathway. …”
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A hybrid ensemble framework with particle swarm optimization for network anomaly detection by Narinder Verma, Neerendra Kumar, Gourav Kumar, Kuljeet Singh

“…Empirical evaluations demonstrate that the ensemble model achieves superior detection accuracy and reduced false positive rates, thereby advancing the efficacy of intrusion detection methodologies.…”
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