Scene Semantic Recognition Based on Modified Fuzzy C-Mean and Maximum Entropy Using Object-to-Object Relations by Ahmad Jalal, Abrar Ahmed, Adnan Ahmed Rafique, Kibum Kim

“…An Artificial Neural Network recognizes the multiple objects using the different patterns of objects. Finally, labels are estimated via Maximum Entropy model. …”
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A multimodal approach for ADHD with coexisting ASD detection for children by Jungpil Shin, Sota Konnai, Md. Maniruzzaman, Yoichi Tomioka, Yong Seok Hwang, Akiko Megumi, Akira Yasumura

“…This study proposes a novel approach that increase the detection rate and provides new insights for further research.…”
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Conventional synthetic disease-modifying antirheumatic drug use by race/ethnicity and factors associated with initiating biologics in Malaysian patients with rheumatoid arthritis by Suad Mohammed, Lydia Say Lee Pok, Ying Chew Tee, Fariz Yahya

“…Disease activity score 28–erythrocyte sedimentation rate improved at 3 months post-csDMARD treatment for all races (P < 0.001). …”
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Spatial occurrence-intensity modeling of dengue incidence in southernmost provinces of Thailand. by Apiradee Lim, Lumpoo Ammatawiyanon, Haris Khurram, Phattrawan Tongkumchum, Don McNeil

“…The overall average occurrence rate was 28.3% while the average intensity was 419 per 100,000 population. …”
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CIDNP study of photoinduced electron transfer in His-Glu-Tyr-Gly peptide and its conjugate His-Gln(BP)-Tyr-Gly by Natalya N. Fishman, Kevin Herr, Olga B. Morozova, Ivan V. Zhukov, Maksim P. Geniman, Martin Brodrecht, Till Wissel, Gerd Buntkowsky, Alexandra V. Yurkovskaya

“…Low-field CIDNP spectra showed strong emissive polarization patterns, with pH-dependent exchange interaction and biradical geometry. …”
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Efficient and Accurate Zero-Day Electricity Theft Detection from Smart Meter Sensor Data Using Prototype and Ensemble Learning by Alyaman H. Massarani, Mahmoud M. Badr, Mohamed Baza, Hani Alshahrani, Ali Alshehri

“…Smart meter data is compressed using Principal Component Analysis (PCA) and K-means clustering to extract representative consumption patterns, i.e., prototypes, achieving a 92% reduction in dataset size while preserving critical anomaly-relevant features. …”
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Optimizing HVAC energy efficiency in low-energy buildings: a comparative analysis of reinforcement learning control strategies under Tehran climate conditions by Mohammad Anvar Adibhesami, Amir Hassanzadeh

“…This indicates enhanced adaptability to consistent daily trends and irregular periodicities, such as weather patterns. The proposed reinforcement learning method achieved energy savings of 10–15 percent compared to both rule-based and model predictive control and approximately 10 percent improvement over rule-based control, while employing fewer building features than existing state-of-the-art control systems.…”
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Optical Coherent Tomography-Angiography in the Research of Myopia Complicated by Choroidal Neovascularization by E. A. Drozdova, O. V. Zhiliaeva

“…Two mCNV phenotypes were established: glomerular (44.83 %) and flat (55.17 %) as regularized (18.75 %) and tangled (81.25 %) vascular network patterns. Hypointensive peripheral halo during the entire period of the neovascular complex activity was visualized regardless of the phenotype. …”
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Spatiotemporal distribution and detection of spatial clusters of tuberculosis in Hubei Province, China using FleXScan (2017–2023) by Lina Wang, Yaru Li, Ji Chen, Danfei Zhang, Zhengbin Zhang, Xiang Li

“…Results Between 2017 and 2023, the incidence rate of Hubei Province decreased from 68.28 to 54.54 per 100,000 population. …”
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Verification of optimal position of shelf graft for acetabular dysplasia using finite element analysis and virtual surgery model by Yohei Yukizawa, Emi Kamono, Shu Takagawa, Shota Higashihira, Hyonmin Choe, Yutaka Inaba, Naomi Kobayashi

“…In this study, finite element analysis was performed to examine the optimal location of shelves from the perspective of stress reduction by simulating various shelf installation patterns. Materials and methods Fifteen patients scheduled for shelf acetabuloplasty were included. …”
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Text Mining and Unsupervised Deep Learning for Intrusion Detection in Smart-Grid Communication Networks by Joseph Azar, Mohammed Al Saleh, Raphaël Couturier, Hassan Noura

“…The results demonstrate that the proposed approach can learn potential features from high-dimensional time series data while maintaining a high True Positive Rate.…”
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The importance of Kinesio Taping Therapy on the Complex Gait Recovery of Patients with Drop Foot after Stroke by Alexandra Ionela PRALA, Luminita Ionela GEORGESCU, Ion MIHAILA, Elena Ioana ICONARU, Stefan TOMA

“…Compared to the control group, the experimental group showed a progress rate of 18.2% higher. Results support the hypothesis that the use of kinesio taping helps to optimize gait recovery in people with drop foot after stroke. …”
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Examining the Impact of Certificate of Need Laws on the Utilization and Reimbursement of Cataract Surgeries Among Medicare Beneficiaries by Alvina Liang, Jennifer L. Lindsey

“…Utilization and reimbursement patterns were analyzed in states with and without CON laws using the compound annual growth rate, with reimbursement adjusted by the US Bureau of Labor Statistics Consumer Price Index…”
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Fear-Pleasure Paradox in Recreational Fear: Neural Correlates and Therapeutic Potential in Depression by Zhan Y, Ding X

“…Although paradoxical enjoyment of fear has been documented in healthy populations, its neural and psychological mechanisms, and potential therapeutic value for depression, remain unclear.Methods: In a mixed‐methods design, Study 1 (N = 216) assessed psychological and physiological responses to standardized fear stimuli across a continuum of depressive symptoms, using heart rate variability, salivary cortisol, and validated self‐report measures. …”
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Does intraspecific variation in juvenile Late Cretaceous ammonoids correlate with their systematic position, longevity and paleogeography? by Amane Tajika, Takahiro Iida, Ryoji Wani, Neil H. Landman, Kenji Ikuno, Christian Klug

“…Additionally, scaphitid species from both Japan and North America display similar ontogenetic patterns of intraspecific variation. Hypophylloceras ramosum exhibits a pattern of intraspecific variation, differing from other normally coiled ammonoids. …”
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Evaluating Antibiotic Treatment Guideline Adherence to Ongoing Antibiotic Stewardship in a Tertiary Care Setting: A Retrospective Observational Study by Suman Pant, Andrew Corwin, Prabhat Adhikari, Subhash Prasad Acharya, Upasana Acharya, Sashi Silwal, Pratima Dawadi, Anil Poudyal, Vibhu Paudyal, Adisak Bhumiratana

“…This study revealed a low adherence rate despite the availability of updated guidelines for antibiotic prescriptions. …”
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Knowledge Structure and Emerging Trends of Mild Cognitive Impairment with Dyssomnias in Recent 20 Years: A Bibliometric Analysis via CiteSpace and VOSviewer by Haoyu Huang, Zesen Zhuang, Yiwen Wan, Jiao Shi, Xu Yuan, Dan Wang, Shangjie Chen

“…The publication volume and citation rate consistently increased over time. Neurosciences, Clinical Neurology, and Geriatrics Gerontology emerged as the top three research fields. …”
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Comprehensive analysis of kampo medicine utilization across all outpatient departments with a focus on anesthesiology department/pain clinic at Kyoto university hospital over 12 ye... by Karin Kato, Kaori Tsuyuki, Takuma Ohsuga, Akihiko Ueda, Miho Egawa, Masashi Ikuno, Neiko Ozasa, Kiyoaki Tanikawa

“…The anesthesiology department prescribed various formulations for 12 years. The usage rate of Processed Aconite Root-containing formulations increased with increasing patient age, reaching 3.3% in individuals in their teens, 6.6% in their twenties, 13.3% in their thirties, and over 30% in their eighties and nineties. …”
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Enhancing anomaly detection and prevention in Internet of Things (IoT) using deep neural networks and blockchain based cyber security by Sathyabama A R, Jeevaa Katiravan

“…Unlike traditional rule-based intrusion detection systems (IDS), the DNN continuously learns and adapts to new attack patterns, improving detection accuracy and false-positive reduction. …”
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Pore‐Scale Study of Non‐Clogging Accumulation Effects on Microgel Particle Transport and Multiphase Displacements in Porous Media by Xukang Lu, Qiangqiang Li, Jiajun Chen, Tianjiang Wu, Wenhai Lei, Moran Wang

“…The non‐uniform concentration distribution contributes to flow rate reallocation via diversion effects, producing variable displacement patterns under varying conditions. …”
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