Think4SCND: Reinforcement Learning With Thinking Model for Dynamic Supply Chain Network Design by Pan Li, Shaochen Ren, Qun Zhang, Xuran Wang, Yang Liu

“…The framework demonstrates superior adaptability to disruptions and strong generalization capabilities, successfully transferring knowledge from medium-sized problems to larger, unseen instances.…”
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Glutaraldehyde-Polymerized Hemerythrin: Evaluation of Performance as an Oxygen Carrier in Hemorrhage Models by Anca D. Stoica, Vlad-Al. Toma, Ioana Roman, Bogdan Sevastre, Florina Scurtu, Radu Silaghi-Dumitrescu

“…On the other hand, an Hr-albumin copolymer restores survival rates to 100% and generally yields biochemical and histological parameters similar to those of glutaraldehyde-polymerized bovine hemoglobin, with the exception of an acid-base imbalance. …”
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Severe infestation by tropical bedbugs (Cimex hemipterus) in Medellín, Colombia. Case series by Julián Felipe Porras-Villamil, Sandra Sáez-Durán, María Trelis-Villanueva, Rubén Bueno-Marí, Màrius Vicent Fuentes

“…Case presentation: A three-member family (mother aged 53 years and two daughters aged 25 and 22 years) living in Medellín (Colombia) requested a private teleconsultation due to generalized pruritus and psychological symptoms (feeling of isolation, anxiety, difficulty sleeping, and jumpiness). …”
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Thyroid Hemiagenesis Associated with Hyperthyroidism by Gunay Gurleyik, Emin Gurleyik

“…Thyroid hemiagenesis (TH), very rare congenital anomaly, is generally asymptomatic. We report two cases of TH with hyperthyroidism. …”
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The rise in incidence of pediatric type 2 diabetes during the COVID-19 pandemic and the virus as a potential causative factor by Andrew Kanouse, Joanna S. Fishbein, Parissa Salemi

“…A pre-existing diagnosis of type 2 diabetes is generally associated with more difficulties with viral infections, as seen with COVID-19, but it is less clear if a reverse causal association exists between the development of type 2 diabetes and infection with the COVID-19 virus. …”
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Cloud microphysical response to entrainment of dry air containing aerosols by Jae Min Yeom, Hamed Fahandezh Sadi, Jesse C. Anderson, Fan Yang, Will Cantrell, Raymond A. Shaw

“…These behaviors are generally consistent with the scenario expected from the first aerosol-cloud indirect effect for a constant liquid water content (L). …”
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Advanced Data Framework for Sleep Medicine Applications: Machine Learning-Based Detection of Sleep Apnea Events by Kristina Zovko, Yann Sadowski, Toni Perković, Petar Šolić, Ivana Pavlinac Dodig, Renata Pecotić, Zoran Đogaš

“…Key results demonstrate the model’s effectiveness, achieving a balanced accuracy of 79%, precision of 68%, and recall of 76% on the test dataset, with validation set metrics similarly high, supporting the model’s ability to generalize effectively. Comprehensive hyperparameter tuning further contributed to a stable, robust architecture capable of accurately identifying apnea events, providing clinicians with a valuable tool for the early detection and tailored management of OSA. …”
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Information-seeking in mice (Mus musculus) during visual discrimination: study using a distractor elimination paradigm by Yuya Hataji, Kazuhiro Goto

“…However, subsequent generalization tests revealed that the mice relied on environmental cues to utilize the information-seeking option. …”
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Effectiveness, Safety, and Barriers to Early Mobilization in the Intensive Care Unit by Gopala Krishna Alaparthi, Aishwarya Gatty, Stephen Rajan Samuel, Sampath Kumar Amaravadi

“…Patients admitted to the intensive care unit (ICU) are generally confined to bed leading to limited mobility that may have detrimental effects on different body systems. …”
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East China Sea Storm Surge Modeling and Visualization System: The Typhoon Soulik Case by Zengan Deng, Feng Zhang, Linchong Kang, Xiaoyi Jiang, Jiye Jin, Wei Wang

“…The water level variation induced by high winds of Soulik ranges from −0.1 to 0.15 m. Water level generally increases near the landing place, in particular on the left hand side of the typhoon track. …”
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Microbiome turnover during offspring development varies with maternal care, but not moult, in a hemimetabolous insect by Cheutin, Marie-Charlotte, Boucicot, Manon, Meunier, Joël

“…Overall, these results provide new insights into our understanding of the (in)stability of the prokaryotic microbiome in hemimetabolous insects and its independence from moult. More generally, they question the role of microbiome acquisition through maternal care in maintaining family life in species where this behaviour is facultative.…”
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Results on Solution Set in Certain Interval-Valued Controlled Models by Savin Treanţă, Omar Mutab Alsalami

“…To prove that the optimality conditions are sufficient, we impose generalized invariant convexity hypotheses for the involved multiple integral functionals. …”
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State of Charge Prediction for Electric Loader Battery Based on Extreme Learning Machine by Wei Ding, Fumin Zou, Jishun Liu, Cheng Zhang

“…Additionally, the accuracy of the MIDBO algorithm is validated through test functions, and the generalization capability of the algorithm for SOC prediction is confirmed using a public data set.…”
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An Experimental Study on Cracking Behavior of Precracked Sandstone Specimens under Seepage Pressure by Qibin Lin, Ping Cao, Hua Wang, Rihong Cao

“…Combined with axial stress-strain curves, photographic monitoring results and the output of AE counts and rock failure process can be generally divided into four stages: microcrack closure, elastic deformation, crack growth and propagation, and final failure. …”
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Local Region Frequency Guided Dynamic Inconsistency Network for Deepfake Video Detection by Pengfei Yue, Beijing Chen, Zhangjie Fu

“…Therefore, in order to obtain better generalization ability, this paper analyzes global and local inter-frame dynamic inconsistencies from the perspective of spatial and frequency domains, and proposes a Local region Frequency Guided Dynamic Inconsistency Network (LFGDIN). …”
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Profile of Phenolic Acids and Flavonoids of Red Beet and Its Fermentation Products. Does Long-Term Consumption of Fermented Beetroot Juice Affect Phenolics Profile in Human Blood P... by Natalia Płatosz, Tomasz Sawicki, Wiesław Wiczkowski

“…However, it was observed that forty-two days of the regular intake of the fermented beetroot juice (200 mL/60 kg body weight) generally did not affect concentrations of phenolic acids and flavonoids in the volunteers' body fluids compared to their concentrations in fluids before fermented beetroot juice consumption.…”
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Pulmonary Artery Pseudoaneurysm: A Rare Cause of Fatal Massive Hemoptysis by Himaja Koneru, Sreeja Biswas Roy, Monirul Islam, Hesham Abdelrazek, Debabrata Bandyopadhyay, Nikhil Madan, Pradnya D. Patil, Tanmay S. Panchabhai

“…PAPA resection and lobectomy are a last resort, generally reserved for patients with uncontrolled hemoptysis or pleural hemorrhage. …”
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Measuring absenteeism as a precondition of quality management of absenteeism by Ilić Đurđijana

“…Therefore, employers generally declare the costs of absenteeism immeasurable, minor and difficult to manage without affecting the organization and cost of labor. …”
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m_AutNet–A Framework for Personalized Multimodal Emotion Recognition in Autistic Children by Asha Kurian, Shikha Tripathi

“…These outbreaks lead to immense physical and emotional distress in children with autism. Generalized emotion recognition classifiers cannot handle the variations in the prototypical display of affect experienced by ASD children. …”
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Synthesis, Analysis, and Testing of BiOBr-Bi2WO6 Photocatalytic Heterojunction Semiconductors by Xiangchao Meng, Zisheng Zhang

“…In photocatalysis, the recombination of electron-hole pairs is generally regarded as one of its most serious drawbacks. …”
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