Development of a neural network for diagnosing the risk of depression according to the experimental data of the stop signal paradigm by M. O. Zelenskih, A. E. Saprygin, S. S. Tamozhnikov, P. D. Rudych, D. A. Lebedkin, A.  N. Savostyanov

“…Improving the quality and volume of information, complicating its presentation, the need to detect hidden connections makes it ineffective, and most often impossible, to use classical statistical forecasting methods. Among the various forecasting methods, methods based on the use of artificial neural networks occupy a special place. …”
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Characterization of subcutaneous and visceral de-differentiated fat cells by Yan Li, Houyu Zhang, Carlos F. Ibáñez, Meng Xie

“…Moreover, whether de-differentiation of mature adipocytes from classical subcutaneous and visceral depots occurs under physiological conditions remains unknown. …”
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On Defining Expressions for Entropy and Cross-Entropy: The Entropic Transreals and Their Fracterm Calculus by Jan A. Bergstra, John V. Tucker

“…Classic formulae for entropy and cross-entropy contain operations <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mstyle scriptlevel="0" displaystyle="true"><mfrac><mi>x</mi><mn>0</mn></mfrac></mstyle></semantics></math></inline-formula> and <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><msub><mo form="prefix">log</mo><mn>2</mn></msub><mi>x</mi></mrow></semantics></math></inline-formula> that are not defined on all inputs. …”
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The scoping, design, and plasma physics optimization of the Eos neutron source stellarator by C.P.S. Swanson, D.A. Gates, S.T.A. Kumar, M.F. Martin, T.G. Kruger, D.W. Dudt, P.J. Bonofiglo, the Thea Energy team

“…Models of 1D profile-dependent neutral beam stopping, ion beam slowing down, beam-target fusion, electron-ion classical heat transfer, energy confinement (ISS04), beam pressure, beam heating of ions and electrons, beam-beam fusion fraction, and neutral beam injection and gyrotron heating electrical efficiencies are included. …”
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UNCOVER: The Rest-ultraviolet to Near-infrared Multiwavelength Structures and Dust Distributions of Submillimeter-detected Galaxies in A2744 by Sedona H. Price, Katherine A. Suess, Christina C. Williams, Rachel Bezanson, Gourav Khullar, Erica J. Nelson, Bingjie Wang, John R. Weaver, Seiji Fujimoto, Vasily Kokorev, Jenny E. Greene, Gabriel Brammer, Sam E. Cutler, Pratika Dayal, Lukas J. Furtak, Ivo Labbe, Joel Leja, Tim B. Miller, Themiya Nanayakkara, Richard Pan, Katherine E. Whitaker

“…In this paper we leverage the combined Atacama Large Millimeter/submillimeter Array (ALMA) and JWST/Hubble Space Telescope coverage in A2744 to study the multiwavelength (0.5−4.4 μ m) structures of 11 submillimeter detected galaxies at z  ∼ 0.9−3.5 that are fainter than bright “classical” submillimeter galaxies, seven of which are detected in deep X-ray data. …”
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The Real-World Clinical Outcomes of Heavily Pretreated HER2+ and HER2-Low Metastatic Breast Cancer Patients Treated with Trastuzumab Deruxtecan at a Single Centre by Anna-Maria Lazaratos, Matthew Dankner, Aalya Hamouda, Soumaya Labidi, Victor Cohen, Lawrence Panasci, Jennifer E. Friedmann, François Patenaude, Cristiano Ferrario, Mark Basik, April A. N. Rose, Parvaneh Fallah

“…Of these, 15 patients had classically defined HER2-positive (HER2+) breast cancer, 4 of whom had active central nervous system (CNS) metastases. …”
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Self-beneficial transactional social dynamics for cooperation in Shwachman-Diamond syndrome: a mixed-subject analysis using computational pragmatics by Arthur Trognon, Arthur Trognon, Arthur Trognon, Natacha Stortini, Natacha Stortini, Coralie Duman, Coralie Duman, Nami Koïdé, Ewa Skupinska, Ewa Skupinska, Hamza Altakroury, Alizée Poli, Alizée Poli, Loann Mahdar-Recorbet, Loann Mahdar-Recorbet, Blandine Beaupain, Jean Donadieu, Michel Musiol, Michel Musiol, Michel Musiol

“…Dialogues were analyzed using the Topological and Kinetic (2TK) model and a Recurrent Neural Network (RNN), enabling fine-grained computational insights into their interaction patterns.ResultsChildren with SDS exhibited cooperative behaviors shaped by perceived economic benefits, often at the expense of established social norms. Unlike behaviors classically observed in other pathologies such as autism spectrum disorders, where responses are influenced by the directness of communication, SDS behaviors were driven by personal gain, regardless of the indirectness of requests. …”
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Mesalazine: a novel therapeutic agent for periodontitis via regulation of periodontal microbiota and inhibiting Porphyromonas gingivalis by Yuqi Wang, Yuqi Wang, Jun Ma, Haoyu Wang, Haoyu Wang, Jingzheng Yi, Yuxin Bai, Yuxin Bai, Min Hu, Min Hu, Jiaqing Yan, Jiaqing Yan

“…This study establishes that mesalazine can treat periodontitis through modulation of the periodontal flora and its anti-inflammatory properties, thus broadening its classical therapeutic applications.…”
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21st century Latin American synthetic peptides for their application in antivenom production by Jésica A. Rodríguez, Gabriela R. Barredo-Vacchelli, Joaquin A. Eloy, Silvia A. Camperi

“…Furthermore, toxin-neutralizing antibodies are only a few of the total produced with this classical method. Therefore, high doses of antivenom are required to achieve the neutralization power, which usually causes adverse reactions in the patient. …”
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Microbial dynamics of acute pancreatitis: integrating culture, sequencing, and bile impact on bacterial populations and gaseous metabolites by Agnieszka Chmielarczyk, Edyta Golińska, Anna Tomusiak-Plebanek, Natalia Żeber-Lubecka, Natalia Żeber-Lubecka, Maria Kulecka, Maria Kulecka, Antoni Szczepanik, Katarzyna Jedlińska, Krzysztof Mech, Konrad Szaciłowski, Agata Kuziak, Agata Pietrzyk, Magdalena Strus

“…Microbiological analysis was performed, including classic culture methodology, NGS techniques, and genotyping methodologies. …”
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6‐Nitrodopamine potentiates catecholamine‐induced contractions of human isolated vas deferens by Antonio Tiago Lima, Sami Jabbour, José Britto‐Júnior, Demétrio Martinho Ramos deCarvalho, Adriano Fregonesi, Fernanda V. Mariano, Valéria Barbosa deSouza, Andre Almeida Schenka, Edson Antunes, Gilberto De Nucci

“…Here it was investigated the interactions of 6‐ND on the contractions of the human isolated vas deferens induced by either classical catecholamines or electric‐field stimulation (EFS). …”
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Diagnosis and Treatment of Gastroesophageal Reflux Disease (Clinical Guidelines of the Russian Gastroenterological Association, Russian Scientific Medical Society of Internal Medic... by V. T. Ivashkin, A. S. Trukhmanov, I. V. Maev, O. M. Drapkina, M. A. Livzan, A. I. Martynov, T. L. Lapina, A. V. Paraskevova, D. N. Andreev, O. P. Alexeeva, S. A. Alekseenko, A. Yu. Baranovsky, O. V. Zayratyants, O. Yu. Zolnikova, O. B. Dronova, I. L. Kliaritskaia, N. V. Korochanskaya, Yu. A. Kucheryavyy, S. N. Mammaev, M. F. Osipenko, S. S. Pirogov, E. A. Poluektova, D. E. Rumyantseva, R. G. Sayfutdinov, O. A. Storonova, Yu. P. Uspenskiy, I. B. Khlynov, V. V. Tsukanov, A. A. Sheptulin

“…Patients with extraesophageal manifestations of GERD without classic symptoms (heartburn, regurgitation) are recommended to undergo 24-hour pH-impedance monitoring with discontinuation of proton pump inhibitor therapy. …”
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Different activation of MAPKs and Akt/GSK3β after preload vs. afterload elevation by Nico Hartmann, Lena Preuß, Belal A. Mohamed, Moritz Schnelle, Andre Renner, Gerd Hasenfuß, Karl Toischer

“…Methods and results We therefore analysed the activation of classical cardiac signal pathways [mitogen‐activated protein kinases (MAPKs) (ERK, p38, and JNK) and Akt‐GSK3β] in in vitro of mechanical overload (ejecting heart model, rabbit and human isolated muscle strips). …”
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Brain function abnormalities and inflammation in HIV-positive men who have sex with men with depressive disorders by Yang Zhang, Yang Zhang, Yihui He, Yihui He, Yuan Fang, Yuan Fang, Miaotian Cai, Guangqiang Sun, Guangqiang Sun, Rui Wang, Rui Wang, Jiaxin Zhen, Jiaxin Zhen, Yulin Zhang, Zhen Li, Zhen Li, Yundong Ma, Yundong Ma, Tong Zhang, Tong Zhang

“…Furthermore, the HADD group had higher levels of interferon-gamma, a higher frequency of non-classical monocytes, and higher expression levels of perforin and CD38 on specific cells. …”
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Dissociation between Cerebellar and Cerebral Neural Activities in Humans with Long-Term Bilateral Sensorineural Hearing Loss by Xiao-Min Xu, Yun Jiao, Tian-Yu Tang, Jian Zhang, Chun-Qiang Lu, Ying Luan, Richard Salvi, Gao-Jun Teng

“…The findings contribute to a growing body showing that auditory deprivation caused by cochlear hearing loss disrupts not only activity with the classical auditory pathway but also portions of the cerebellum that communicates with other cortical networks.…”
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A rare splice site mutation in the gene encoding glucokinase/hexokinase 4 in a patient with MODY type 2 by D. E. Ivanoshchuk, E. V. Shakhtshneider, A. K. Ovsyannikova, S. V. Mikhailova, O. D. Rymar, V. I. Oblaukhova, A. A. Yurchenko, M. I. Voevoda

“…This type of diabetes is different from classical types of diabetes mellitus (DM1 and DM2) in its clinical course, treatment strategies, and prognosis. …”
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A Simple Nomogram to Predict Contrast-Induced Acute Kidney Injury in Patients with Congestive Heart Failure Undergoing Coronary Angiography by Li Lei, Yibo He, Zhaodong Guo, Bowen Liu, Jin Liu, Zhiqiang Nie, Guanzhong Chen, Liwei Liu, Mengfei Lin, Wenhe Yan, Shiqun Chen, Chen Jiyan, Yong Liu

“…The discriminative power was assessed using the area under the receiver operating characteristic (ROC) curve and was compared with the classic Mehran score in the validation cohort. Calibration was assessed using the Hosmer–Lemeshow test and 1000 bootstrap samples. …”
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Artificial intelligence driven clustering of blood pressure profiles reveals frailty in orthostatic hypertension by Claire M. Owen, Jaume Bacardit, Maw P. Tan, Nor I. Saedon, Choon‐Hian Goh, Julia L. Newton, James Frith

“…Applying machine learning to an existing dataset of community‐based adults undergoing postural assessment, we identified three distinct clusters (iOHYPO, OHYPO and OHYPER) akin to initial and classic orthostatic hypotension and orthostatic hypertension, respectively. …”
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Enhancing detection of STEC in the meat industry: insights into virulence of priority STEC by Mai-Lan Tran, Sabine Delannoy, Patrick Fach

“…Screening food enrichment broths with classical genetic markers (stx, eae) can overestimate the presence of highly virulent STEC, causing needless disruption and costs for food producers. …”
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ON THE SPECIFICS OF TEACHING, SCHOOLS AND INTELLECTUAL CENTERS OF PALESTINE OF LATE ANTIQUITY by Zhanna M. Sukhova, Irina Yu. Vashcheva

“…The cities of Palestine took a special place among the educational and intellectual centers of the Roman and Byzantine empires, where classical, Jewish, and Christian traditions intertwined. …”
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