Utilizing machine learning to predict MRI signal outputs from iron oxide nanoparticles through the PSLG algorithm by Fatemeh Hataminia, Anahita Azinfar

“…These parameters serve as input variables for the model, while the relaxation rate R2 (s-1) is taken as the output variable. To develop this model, we employed a machine learning approach based on a neural network known as SA-LOOCV-GRBF (SLG). …”
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Research on disaster information dissemination based on social sensor networks by Shanshan Wan, Zhuo Chen, Cheng Lyu, Ruofan Li, Yuntao Yue, Ying Liu

“…Evaluation matrix is applied to test the performance of social sensor information dissemination model, such as event dissemination coverage, event delivery time, and event delivery rate. With the comparisons to epidemic model, social sensor information dissemination model shows excellent performance in improving the efficiency and accuracy of information transmission in disaster events.…”
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The effects of school holidays on transmission of varicella zoster virus, England and Wales, 1967-2008. by Charlotte Jackson, Punam Mangtani, Paul Fine, Emilia Vynnycky

“…<h4>Background</h4>Changes in children's contact patterns between termtime and school holidays affect the transmission of several respiratory-spread infections. …”
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Somatic pathology in residents of Khanty-Mansi Autonomous Okrug – Yugra by L. N. Verizhnikova, O. L. Aryamkina, N. N. Terentyeva

“…The study identified patterns in different flows of the Russian population in and from the North, the incidence rate (defined by the leading group of diseases) and its dynamics, characteristic of the territories equated to the Far North. …”
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Role of Genetic and Epigenetic Factors and Mechanisms Involved in the Occurrence of Congenital Heart Diseases (CHD) by Fateme Tabrizi, Mehri Khatami, Mohammad Mehdi Heidari

“…Conclusion: Due to modern surgical techniques, the survival rate of affected infants is increasing. Deeper insight into the exact causes of this disease is crucial for diagnosing and identifying high-risk patients and improving preventive and therapeutic strategies for CHD. …”
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The direction of stretch-induced cell and stress fiber orientation depends on collagen matrix stress. by Abhishek Tondon, Roland Kaunas

“…The extent of alignment was dependent on both strain rate and duration. Stretch-induced alignment on collagen gels was blocked by the myosin light-chain kinase inhibitor ML7, but not by the Rho-kinase inhibitor Y27632. …”
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Indentation Relaxation Behavior of the Austenitic Heat-Resistant Steel Sanicro25 by Lin Tong, Cao Tieshan

“…The results show that: the hardness/stress and time patterns of indentation relaxation at different depths are in accordance with the relationship similar to that proposed by Choi; the stress index is about 7 according to the power rate relationship, and the relaxation coefficient μ is about 0.3, whose inverse matches well with the stress index obtained from the indentation creep test; there is a pile-up phenomenon at the edges of the residual indentation on the surface of the specimen, which is caused by plastic flow of the material along the direction of the indenter after the formation of a completely plastic region at the bottom of the indenter. …”
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Experimental investigation on failure processes and characteristics of landslide dams with different inflow conditions by Zhaozhao Liu, Qun Chen, Chen Wang, Cheng Zhou, Xing Li, Chen Chen

“…In this study, different erosion patterns of landslide dam were achieved by controlling the water level through inflow conditions. …”
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Vaginal bacteria and cervical cancer: a bibliometric analysis of trends and themes by Xiaoxia Liu, Yinghui Zhao, Xianhua Meng, Zheng Gao, Xiaohong Wang, Fengyong Yang

“…Bibliometric analysis was performed using VOSviewer, CiteSpace, and R-bibliometrix to evaluate publication patterns, research collaboration networks, and emerging trends.ResultsA total of 372 publications were identified, showing an annual growth rate of 8.41%. …”
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An experimental study on seepage characteristics and grouting-induced permeability reduction of burnt rocks by Ziwei QIAN, Chunzhi TAN, Qiang SUN, Hai WANG, Gailing ZHANG

“…Within 14 days after grouting, the permeability reduction rate increased with time, eventually stabilizing. …”
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Serrated Lesions of the Colon-Rectum: A Focus on New Diagnostic Tools and Current Management by Gianluca Cassese, Alfonso Amendola, Francesco Maione, Mariano Cesare Giglio, Gianluca Pagano, Marco Milone, Giovanni Aprea, Gaetano Luglio, Giovanni Domenico De Palma

“…The high risk of incomplete resection, together with the high rate of postcolonoscopy interval cancers, suggests the need of an extra care when facing this kind of lesions. …”
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DArTseq-based silicoDArT and SNP markers reveal the genetic diversity and population structure of Kenyan cashew (Anacardium occidentale L.) landraces. by Dennis Wamalabe Mukhebi, Pauline Wambui Gachanja, Diana Jepkoech Karan, Brenda Muthoni Kamau, Pauline Wangeci King'ori, Bicko Steve Juma, Wilton Mwema Mbinda

“…A total of 27,495 silicoDArT and 17,008 SNP markers were reported, of which 1340 silicoDArT and 824 SNP markers were used for analyses after screening, with > 80% call rate, > 95% reproducibility, polymorphism information content (PIC ≥  0.25) and one ratio (>0.25). …”
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Behavioral effects in time preference for losses depend on direction of delay discounting and level of data analysis by Zhuoyi Fan, Xuhui Zhang, Yue Shen, Junyi Dai

“…For each effect, opposite changes in discount rate were found in data suggesting positive versus negative discounting. …”
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Daily night-time lights reveal prolonging global electric power system recovery times following tropical cyclone damage by Yu Mo, Fred Thomas, Jianan Rui, Jim W Hall

“…We also found that blackout durations have significantly ( P < 0.05) increased over the study period across all levels of urbanization, at a similar rate of 0.9 ± 0.1 d per decade. The temporal variations (i.e. annual means) of blackout duration of high and low density urban clusters negatively correlated with storm travel speed, while those of low density urban clusters and rural areas positively correlated with pre-storm NTL ( P ⩽ 0.05 in all cases). …”
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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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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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Analysis of the Contextual Factors Influencing the Expansion of Construction Violations with an Emphasis on the Role and Position of Key Urban Stakeholders (Case Study: Isfahan Met... by Ahmad Shahivandi, Afsaneh Talebi Varnosfaderani

“…Additionally, natural population growth—encompassing births, improvements in healthcare, and reduced mortality rates—had a factor loading of 0.74, further impacting the urbanization process. …”
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