Design of an Improved Model for Anomaly Detection in CCTV Systems Using Multimodal Fusion and Attention-Based Networks by V. Srilakshmi, Sai Babu Veesam, Mallu Shiva Rama Krishna, Ravi Kumar Munaganuri, Dulam Devee Sivaprasad

“…In particular, accuracy improved by 5% using MDBM, the false positive rate reduced by 15% with MVAE, a more than 10% improvement in the F1-score with the attentive fusion network, a 20% reduction in reconstruction error with Deep Convolutional Autoencoder (DCA), detection precision improved by 12% using Adversarially Learned Inference (ALI) and a gain of 8% in Area Under the Curve (AUC) using Deep InfoMax (DIM) operations.…”
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Preferences for life-sustaining treatments in advance decisions: a cross-sectional survey of Taiwanese general public by Daniel Fu-Chang Tsai, Yu-Chen Juang, Chun-Tung Kuo, Ping-Hsueh Lee, Duan-Rung Chen

“…However, given the low completion rate and prevalent preference patterns, policymakers should increase efforts to ensure that those in need have access to appropriate resources and consider implementing a tiered signing process.…”
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Association between sleep quality and blood pressure control among hypertensive patients at a rural tertiary hospital in Southern Nigeria: a cross-sectional study by Tijani Idris Ahmad Oseni, Ndifreke Ekpo Udonwa, Afiong Oboko Oku, Moyosore Taiwo Makinde, Felix Archibong

“…Sleep patterns were categorised as restorative (healthy) or non-restorative (unhealthy). …”
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Subgroup analysis of treatment pathways and clinical outcomes in Hodgkin lymphoma in Latin America from the retrospective B-HOLISTIC study by Alvaro Hernandez-Caballero, Ruben Salazar, Marta Zerga, Silvia Rivas-Vera, Zhongwen Huang, Amado Karduss

“…Median PFS and OS in the RRHL group was 20.2 and 87 months, respectively; the 5-year PFS rate was 27.1%. Survival outcomes were improved in patients who underwent SCT than those without SCT. …”
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STRAIN LOCALIZATION PECULIARITIES AND DISTRIBUTION OF ACOUSTIC EMISSION SOURCES IN ROCK SAMPLES TESTED BY UNIAXIAL COMPRESSION AND EXPOSED TO ELECTRIC PULSES by V. A. Mubassarova, L. M. Bogomolov, A. S. Zakupin, I. A. Panteleev, O. B. Naimark

“…It can provide new information on properties of acoustic emission and deformation responses of loaded rock specimens to external electric pulses.The research task also included verification of reproducibility of the effect (AE activity) when fracturing rates responded to electrical pulses, which was revealed earlier in studies conducted at RS RAS. …”
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Passive Sensing for Mental Health Monitoring Using Machine Learning With Wearables and Smartphones: Scoping Review by ShiYing Shen, Wenhao Qi, Jianwen Zeng, Sixie Li, Xin Liu, Xiaohong Zhu, Chaoqun Dong, Bin Wang, Yankai Shi, Jiani Yao, Bingsheng Wang, Xiajing Lou, Simin Gu, Pan Li, Jinghua Wang, Guowei Jiang, Shihua Cao

“…These findings underscore the technology’s potential to transform mental health care through objective, continuous monitoring—particularly for depression (heart rate and step count biomarkers) and anxiety (sleep and social interaction patterns). …”
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Characterization of Pore Water Flow in 3‐D Heterogeneous Permeability Fields by Xiaolong Geng, Michel C. Boufadel, Kenneth Lee, Chunjiang An

“…The structures exhibit scale‐invariant features in multifractal fields and in stationary fields below the correlation scale, indicating that such vortex flow might be widely present with no characteristic scale. Complex spatial patterns of kinetic energy dissipation rate are identified for pore water flowing through heterogeneous porous media and correlate strongly with preferential flows. …”
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Optimising heat transfer efficiency in unsteady Maxwell hybrid nanofluid flow for solar energy by Sweeti Yadav, S. Shashi Prabha Gogate, P.A. Dinesh, K.R. Roopa

“…In the case of suction, the unsteady parameter heat transfer rate for hybrid nanofluid is 18.78%, while 28.48% for injection. …”
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The Influence of Meltwater on Phytoplankton Blooms Near the Sea‐Ice Edge by C. W. Lester, T. J. W. Wagner, Dylan E. McNamara, M. R. Cape

“…We extend the classic Fisher reaction‐diffusion equation to consider a time‐ and space‐varying death rate that represents the role of meltwater in the system. …”
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Sexual behaviors and associated factors among first-year undergraduates at overseas Chinese-oriented universities in China by Zulin Chen, Zulin Chen, Yikun Zheng, Lihan Lin, Lihan Lin, Yongjun Chen, Yunting Zheng, Hongmiao Chen, Hongmiao Chen

“…The rate was significantly higher among students from Hong Kong, Macau, and Taiwan compared to those from Mainland China and abroad (p < 0.05), which was corroborated by the logistic regression (OR = 3.737, 95% CI: 2.846–4.908). …”
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Investigation on the Use and Preauthorization of Carbapenems at A National Hospital in Vietnam: A Cross‐Sectional Study by Han Ngoc Bao Pham, Nhi Truc Y. Nguyen, Nhu Quynh Tran, An Thi Thanh Nguyen, Cam Thi Le Pham, Nhan Thi Thanh Dang, Hien Thi Thu Pham, Thong Duy Vo, Mai Thi Phuong Tran, Quynh Thi Huong Bui

“…Optimizing dosing was the most common intervention in preauthorization. The rate of patients whose preauthorization process of all restricted antimicrobials complied with the hospital's protocol was 73.28%. …”
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Analysis of COVID-19 prevalence in Belarus, Thailand, and Lithuania utilizing the SIR model during the COVID era by Zahra Shirmohammadi, Khosro Rezaee, Mehdi Gheisari, Mojtaba Farmani, Fatemeh Aali, Reza Soltani, Hossein Razghandi

“…Instead of relying on static or globally derived estimates, the model parameters—infection rate (β) and removal rate (γ)—were dynamically calculated for distinct time periods in each country, using country-specific data extracted from Worldometer. …”
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Comparative transcriptome analysis of the effect of different heat shock periods on the unfertilized ovule in watermelon (Citrullus lanatus) by Ying-chun ZHU, De-xi SUN, Yun DENG, Guo-lin AN, Wei-hua LI, Wen-jing SI, Jun-pu LIU, Xiao-wu SUN

“…However, because of low repeatability, embryoid induction rate and quality, the molecular mechanisms remain poorly understood. …”
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Dynamical modeling of syncytial mitotic cycles in Drosophila embryos by Laurence Calzone, Denis Thieffry, John J Tyson, Bela Novak

“…The model can be used to predict the phenotypes of novel mutations and effective ranges of the unmeasured rate constants and transport coefficients in the proposed mechanism.…”
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Anaesthetic practices in non-operating room settings for paediatric patients: A prospective observational study by Nayana Amin, Pallavi Patil, Virinchi Sanapala

“…There were 221 adverse events in 117 patients. The incidence rate of patients experiencing at least one adverse event leading to morbidity was 3.22%. …”
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Modeling Exon-Specific Bias Distribution Improves the Analysis of RNA-Seq Data. by Xuejun Liu, Li Zhang, Songcan Chen

“…These variables are embedded to the rate parameter of a Poisson model to account for the overdispersion of read distribution. …”
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A Data-Driven Approach for Urban Heat Island Predictions: Rethinking the Evaluation Metrics and Data Preprocessing by Berk Kıvılcım, Patrick Erik Bradley

“…This strengthens the visual capturing of spatial relationships, and as a result the correlation rate between air temperature and building volume data is also increased. …”
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A mixture transmuted generalized extreme value distribution: Definition and properties by Yang Yu, Sun HongGuang, Xu Zheng

“…In this paper, the properties of the survival function, hazard rate function, mean and variance, and maximum likelihood estimations of the mixture transmuted generalized extreme value distribution are provided, also the corresponding equations are given.…”
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Community Clustering and Recommendation Toward Elderly Health Records: Probabilistic Representation Learning and Large Graph Search by Huijiong Ding

“…Validated on >1M health records, the method achieves a 0.5049 Balanced Error Rate, outperforming six baselines across 42 health categories. …”
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An improved modeling approach to investigate biases in human random number generation. by Tim Angelike, Jochen Musch

“…The generalized distance parameter, and particularly the new cycling parameter, improved the fit of the model to human-generated sequences and the rate of successful predictions of the next choice from 14.09% to 26.48%, significantly exceeding the expected chance value of 1/9 = 11.1%. …”
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