Biologically-informed excitatory and inhibitory ratio for robust spiking neural network training by Joseph A. Kilgore, Jeffrey D. Kopsick, Giorgio A. Ascoli, Gina C. Adam

“…In this work, we identify several key factors, such as low initial firing rates and diverse inhibitory spiking patterns, that determine the overall ability to train in the context of spiking networks with various ratios of excitatory to inhibitory neurons. …”
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Racial Identity and Student Satisfaction: Analyzing Black College-Student Experiences Through Social Media Expression by Kameron Drumright

“…These findings suggest consistent patterns and differences in racial identity navigation across institutions. …”
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Economic convergence of Balkan regions towards EU by María A. González-Álvarez, Antonio Montañés, Esther Ruiz, Skender Uku

“…We also categorize groups of economies sharing similar divergence patterns. Additionally, among the regions that converge, convergence rates vary, with some regions progressing faster (Bulgaria, Montenegro and North Macedonia). …”
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Smart Cities and Affective-Symbolic Urbanism: A Dual Tourist/Resident Perspective by Nikolaos Iason Koufodontis, Eleni Gaki, Stella Zounta

“…Drawing on a new conceptual framework of affective-symbolic engagement, it explores not only adoption patterns but also users’ emotional responses and perceived inclusion. …”
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Anhedonia: Current and future treatments by Alessandro Serretti

“…Abstract Anhedonia is a transdiagnostic domain that leads to poor disorder outcome and low remission rates. This narrative review describes a broad range of interventions targeting anhedonia, including pharmacological, neuromodulatory, behavioral, and lifestyle‐based approaches. …”
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Advanced cloud intrusion detection framework using graph based features transformers and contrastive learning by Vijay Govindarajan, Junaid Hussain Muzamal

“…The model achieves low false-positive rates and demonstrates real-time inference performance with modest resource requirements. …”
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Integrating AI-generated content tools in higher education: a comparative analysis of interdisciplinary learning outcomes by Zhang Yan, Tang Qianjun

“…Using a mixed-methods approach, we analyzed implementation patterns and learning outcomes across humanities, STEM, and social sciences programs at multiple institutions. …”
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Quantitative Assessment of Regional Carbon Neutrality Policy Synergies Based on Deep Learning by Daiyang Zhang, Enmiao Feng

“…The deep learning model achieves robust prediction accuracy across diverse scenarios, with sensitivity analysis revealing technology learning rates as the most significant parameter influencing predictions (±24.3%). …”
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The influence of crosslink characteristics on key properties of dynamically cured NR/PP blends by Charoen Nakason, Chanida Manleh, Natinee Lopattananon, Azizon Kaesaman

“…Curing systems caused crosslinking rates, reversion, and crosslink density and distribution variations. …”
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Censoring Sensitivity Analysis for Benchmarking Survival Machine Learning Methods by János Báskay, Tamás Mezei, Péter Banczerowski, Anna Horváth, Tamás Joó, Péter Pollner

“…The framework systematically reduced observation periods and increased censoring rates while measuring performance through multiple metrics following Bayesian hyperparameter optimization. (3) Results: Model performance showed greater sensitivity to increased censoring rates than to reduced observation periods. …”
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Socioeconomic and locational disparities in primary education completion in Burkina Faso by Lazarus Obed Livingstone Banda

“…Design/methodology/approach – Using a quantitative, non-experimental approach, the study analyzes nationally representative secondary data using hierarchical linear modeling, binary logistic regression and propensity score matching (PSM) to assess correlational patterns in completion rates. Findings – The results indicate significant regional and urban-rural disparities in completion rates, with urban students showing markedly higher odds of completing primary education than their rural peers. …”
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Patient Adherence for Oral Combination Therapies in Diabetes Management: A Scoping Review by Maryam Zarrinkamar, Mojgan Geran, Mohammad Geran

“…Dual therapy regimens demonstrated adherence rates ranging from 49% to 80.8%, while FDC therapies showed adherence rates ranging from 60.3% to 98.9%. …”
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The major risk factor of stroke across Indonesia; a nationwide geospatial analysis of universal health coverage program by Andi Alfian Zainuddin, Rais Reskiawan A. Kadir, Hedi Kuswanto, Jumraini Tammasse, Nurul Qalby, Andi Afdal Abdullah, Ari Andini Junaidi, Al Asyary

“…Methods The data were collected from the Social Health Insurance Administration Body, which manages Indonesia’s universal health coverage, between 2017 and 2022. Crude incidence rates for the diseases were calculated and spatial distribution patterns were analyzed using Global and local Moran analysis. …”
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Electrical Activity of the Gastrointestinal Tract in Critically Ill Patients by E. V. Alekseeva, T. S. Popova, P. S. Salnikov, G. A. Baranov, I. N. Pachechnik

“…With an increase in the total severity of the condition and in the magnitude of IF regardless of the disease profile, there were unilateral GIT EA changes, their moderate and rather high correlation with APACHE II, SAPS II, SOFA, LOD scores, IF stage — with 28-day survival rates. The use of glutamine provided an increase in 28-day survival rates in patients with an APACHE II score of > 15 scores and type 2 GIT EA. …”
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Understanding barriers and opportunities for fresh produce access in eThekwini Metro, Durban, South Africa by Scott Drimie, Mieke Faber, Lisanne du Plessis

“… South Africa faces a triple burden of malnutrition – undernutrition, hidden hunger and increasing rates of overweight and obesity driven by poor dietary choices. …”
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The Fracture Ankle Implant Review (FAIR) study: a national multicentre retrospective review of practice in implant choice, fixation methods, and outcomes in fixation of the fibula... by William G. Fishley, Thomas Baldock, Alan J. Hilley, Rory Morrison, Paul Baker, Dave Townshend, FAIR Study Collaborating Authors

“…A local pilot service evaluation previously identified variance in use of locking plates in all patterns with significant cost implications. The Fracture Ankle Implant Review (FAIR) study aimed to evaluate current practice and implant use across the UK, and review outcomes and complication rates between different fibula fixation methods. …”
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Distinctive lung cancer incidence trends among men and women attributable to the period effect in Shanghai: An analysis spanning 42 years by Li Xie, Ying Qian, Yishan Liu, Yixuan Li, Sinong Jia, Herbert Yu, Chunfang Wang, Biyun Qian, Pingping Bao

“…Methods Data were obtained from Shanghai Cancer Registry. Age‐standardized rates were calculated and average annual percent changes (AAPCs) were evaluated by Joinpoint regression. …”
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Exploring the profile and risk factors associated with self-harm ideation and behaviors in adolescents with high psychoticism by Xiao-Ming Xu, Ru-Hong Jiang, Yu-Shuang Han, Wo Wang, Ming Ai, Jian-Mei Chen, Jun Cao, Xiao-Rong Chen, Zhen Lv, He-Yan Xu, Da-Qin Ding, Su Hong, Jing-Lan He, Qi Zhang, Lei Shi, Ning Du, Jin-Hui Hu, Li Kuang

“…Actual self-harm rates were 4.7% (lifetime), 1.64% (past year), and 0.37% (past month). …”
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The Ethical Significance of Brain-Computer Interfaces as Enablers of Communication by Toma Gruica

“…Such moments fundamentally reconfigure the ethical relationship, shifting the patient from an object of interpretation to a subject capable of self-representation and autonomous expression.[8] These cases share the same ethical pattern: the BCI’s biggest impact is not the specific messages it transmits but its role as the enabler of transmission itself. …”
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Innovative deep learning classifiers for breast cancer detection through hybrid feature extraction techniques by S. Vijayalakshmi, Binay Kumar Pandey, Digvijay Pandey, Mesfin Esayas Lelisho

“…Abstract Breast cancer remains a major cause of mortality among women, where early and accurate detection is critical to improving survival rates. This study presents a hybrid classification approach for mammogram analysis by combining handcrafted statistical features and deep learning techniques. …”
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