Leveraging Feature Fusion of Image Features and Laser Reflectance for Automated Fish Freshness Classification by Caner Balım, Nevzat Olgun, Mücahit Çalışan

“…This work presents an original contribution by demonstrating, for the first time, the effectiveness of combining low-cost laser sensing and deep visual features for freshness prediction, with potential for real-time mobile deployment.…”
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Zebras and Biting Flies: Quantitative Analysis of Reflected Light from Zebra Coats in Their Natural Habitat. by Kenneth H Britten, Timothy D Thatcher, Tim Caro

“…When we modeled the visibility of these signals from different distances, we found that polarization differences between stripes are invisible to flies more than 10 m away because they are averaged out by the flies' low visual resolution. At any distance, however, a positively polarotactic insect would have a distinct signal to guide its visual approach to a zebra because we found that polarization of light reflecting from zebras is higher than from surrounding dry grasses. …”
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Comparison of Transforaminal Percutaneous Endoscopic Lumbar Discectomy with and without Foraminoplasty for Lumbar Disc Herniation: A 2-Year Follow-Up by Binbin Wu, Gonghao Zhan, Xinyi Tian, Linyu Fan, Chenchen Jiang, Beekoo Deepti, Hong Cao, Jun Li, Qingquan Lian, Xixi Huang, Feng Xu

“…All patients were followed up for 2 years, where low back and leg visual analogue scale (VAS) pain ratings and Oswestry Disability Index (ODI) were compared between the 2 groups before and after surgery. …”
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Minimal dose CT for left ventricular ejection fraction and combination with chest-abdomen-pelvis CT by Martin Weber Kusk, Søren Hess, Oke Gerke, Lone Deibjerg Kristensen, Christina Stolzenburg Oxlund, Tina Elisabeth Ormstrup, Janus Mølgaard Christiansen, Shane J. Foley

“…Objectives: This prospective study tested the diagnostic accuracy, and absolute agreement with MRI of a low-dose CT protocol for left ventricular ejection fraction (LVEF) measurement. …”
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CMV Retinitis in the Context of SARS-CoV-2 Infection: A Case Study and Comprehensive Review of Viral Interactions by Emil Robert Stoicescu, Laura Andreea Ghenciu, Roxana Iacob, Adina Iuliana Ardelean, Ecaterina Dăescu, Ovidiu Alin Hațegan, Diana Manolescu, Emanuela Tudorache, Casiana Boru, Mirabela Dima

“…<b>Conclusions:</b> Our case suggests that SARS-CoV-2 may trigger reactivation of CMV infection, leading to bilateral involvement in patients with low CD4 lymphocyte counts, which can result in severe visual impairment. …”
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Improving the pilot selection process by using eye-tracking tools by Slaviša Ivan Vlačić, Aleksandar Zdravko Knežević, Saptarshi Mandal, Sanja Rođenkov, Panos Vitsas

“…An eye-tracking device tracked visual behavior of subjects through the scope and speed of visual perception. …”
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A fashion product recommendation based on adaptive VPKNN-NET algorithm without fuzzy similar image by R. Sabitha, D. Sundar

“…The proposed system achieved high accuracy (98.69%) and demonstrated lower RMSE (0.8213) and MAE (0.6045) compared to baseline models such as Random Forest, SVM, and standard KNN.DiscussionThe proposed Adaptive VPKNN-net framework significantly improves the precision, interpretability, and efficiency of visual fashion recommendations. It eliminates the limitations of fuzzy similarity models and offers a scalable solution for visually oriented e-commerce platforms, particularly in cold-start scenarios and low-data conditions.…”
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CNF: An Automated Test Case Generation Method Based on Neuron Coverage Guidance in Key Network Layers by Yiran Gu, Yunlai Sun, Yiling Wu, Fei Yan

“…To address the issue of low efficiency and inability to cover all test scenarios in manually generated test datasets, an automated test case generation method called Critical Network Layer Fuzzy testing (CNF) is proposed, based on the key network layer neuron coverage guidance criterion. …”
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Ocular and General Proprioception in Dyslexic Children: A Review of Their Diurnal and Nocturnal Dysfunctions and Their Repercussions by Patrick Quercia, Kalvin Chavet, Jérémie Gaveau

“…It is associated with abnormal tone of the oblique muscles and can be modified by means of very low powered prisms and/or remote sensory stimulation. …”
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Exploring Cognitive Stimulation as a Therapy for the Prevention of Delirium in a Hospital Setting: A Narrative Review by Emman Fatima, Ian Hill, Noah Dover, Hina Faisal

“…However, the scalability of these interventions in hospital settings is limited by resource constraints, low patient engagement, and the complexity of delivery. …”
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Metal Powder Production by Atomization of Free-Falling Melt Streams Using Pulsed Gaseous Shock and Detonation Waves by Sergey M. Frolov, Vladislav S. Ivanov, Viktor S. Aksenov, Igor O. Shamshin, Fedor S. Frolov, Alan E. Zangiev, Tatiana I. Eyvazova, Vera Ya. Popkova, Maksim V. Grishin, Andrey K. Gatin, Tatiana V. Dudareva

“…The operation process is visualized by a video camera. The minimal size of the powders obtained by the method is shown to be as low as 0.1 to 1 μm, while the maximum size of particles exceeds 400–800 μm. …”
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Generating synthetic brain PET images of synaptic density based on MR T1 images using deep learning by Xinyuan Zheng, Patrick Worhunsky, Qiong Liu, Xueqi Guo, Xiongchao Chen, Heng Sun, Jiazhen Zhang, Takuya Toyonaga, Adam P. Mecca, Ryan S. O’Dell, Christopher H. van Dyck, Gustavo A. Angarita, Kelly Cosgrove, Deepak D’Souza, David Matuskey, Irina Esterlis, Richard E. Carson, Rajiv Radhakrishnan, Chi Liu

“…Results The generated SV2A PET images are visually similar to the ground truth in terms of contrast and tracer distribution, quantitatively with low bias (< 2%) and high similarity (> 0.9). …”
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Perspectives on eye care access and telemedicine-based glaucoma screening among Latine individuals with limited English proficiency by Norma E. Del Risco, Mildred Silva Zuccaro, Jade J. Livingston, Michele Heisler, Harry Levine, Maria A. Woodward, Amanda K. Bicket, Angela R. Elam, Denise A. John, Paula Anne Newman-Casey

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Comparative efficacy of tofacitinib and adalimumab in patients with psoriatic arthritis in real clinical practice. Data from the Russian nationwide register of patients with psoria... by E. Yu. Loginova, T. V. Korotaeva, E. E. Gubar, Yu. L. Korsakova, S. I. Glukhova, E. A. Vasilenko, A. A. Vasilenko, N. A. Kuznetsova, I. M. Patrikeyeva, E. L. Nasonov

“…The median DAPSA was 11 [4.3; 17.3] and 9.1 [6; 19.6]; remissions according to DAPSA reached 11 (26.8%) and 6 (20.8%) patients, respectively, low activity – 15 (36.6%) and 13 (44.8%), MDA – 16 (40%) and 9 (30%). …”
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Bevacizumab (Avastin) and Thermal Laser Combination Therapy for Peripapillary Choroidal Neovascular Membranes by Sean D. Adrean, Scott Grant, Siyang Chaili

“…With this treatment regimen, the patients experience improved visual outcomes and have a low rate of recurrence.…”
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Ophthalmologic Manifestations in Bardet–Biedl Syndrome: Emerging Therapeutic Approaches by Amaris Rosado, Ediel Rodriguez, Natalio Izquierdo

“…Early ophthalmologic care, including routine visual assessments, refractive correction, and low-vision rehabilitation, remains the standard of management. …”
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IIH, SIH and headache: Diagnosis and treatment update by Shuu-Jiun Wang

“…Diagnosis is supported by neuroimaging and lumbar puncture, revealing low CSF pressure. Treatment includes supported care, (targeted) epidural blood patch, with surgical repair considered in refractory cases. …”
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AN EFFECTIVE MOOC MODEL TO SUPPORT FREEDOM TO LEARN PROGRAM by Ahmad Chafid Alwi, Siti Irene Astuti Dwiningrum, Suyanto Suyanto, Sunaryo Sunarto, Surono Surono

“…The results show that a good MOOC model such as IndonesiaX has a more structured presentation of content, videos with fresh visuals and excellent evaluation. The questions presented also not only measure low order thinking skills, but also present high order thinking skills questions that are not available at SekolahPintar.com. …”
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SOLUBILITY KINETICS OF DRUGS STUDIED BY LALLS METHOD IN WATER SOLUTIONS WITH VARIOUS HYDROGEN ISOTOPE CONTENT by E. V. Anfimova, E. V. Uspenskaya, T. V. Pleteneva, A. V. Syroeshkin

“…The choice of solvent was made due to the fact that the replacement of purified water, containing 141,0 ± 0,9 ррm 21H(D) heavy isotope of hydrogen, to water with low content of 21H(D) can accelerate the solubility of the active process pharmaceutical ingredients (APIs), approximately in 1,5 times. …”
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Adaptive Image Compressive Sensing Using Texture Contrast by Fang Sun, Dongyue Xiao, Wei He, Ran Li

“…However, some blocking artifacts often occur due to the varying block sparsity, leading to a low rate-distortion performance. To suppress these blocking artifacts, we propose to adaptively sample each block according to texture features in this paper. …”
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