High-speed threat detection in 5G SDN with particle swarm optimizer integrated GRU-driven generative adversarial network by R. Shameli, Sujatha Rajkumar

“…Moreover, the performance of this model is evaluated using the InSDN dataset and compared with existing DL model-based intrusion detection approaches and the results demonstrate a significantly higher accuracy rate of 98.4%, precision rate of 98%, recall rate of 98.5%, less detection time of 2.464 s, lesser Log loss rate of 1.0 and more metrics instilling confidence in the effectiveness of the proposed method.…”
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Real-World Clinical Characteristics, Treatment Patterns, and Clinical Outcomes in US Patients with Stage I–III Resected NSCLC Without Known EGFR Mutations: The RESECT Study by Jhanelle E. Gray, Rachel J. Salomonsen, Ignacio Diaz Perez, Alice Wang, Ling Cai, Graham Wetherill, Yang Xiao, Claire Fielden, Nefeli Georgoulia

“…Five-year overall survival rates were 73.4%, 61.9%, and 50.5% in stage I, II, and III patients; 5-year real-world relapse-free survival rates were 35.4%, 23.1%, and 14.0%. …”
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Temporal Variation and Spatial Heterogeneity in Boarding/Alighting Patterns at Urban Railway Stations: Implications for Estimating Optimal Construction Scale—A Case Study in Seoul,... by WooKeol Cho, Kyoungtae Kim, Inmook Lee, Soyoung (Iris) You

“…Initially, the factors influencing the peak-hour concentration rates in railway stations were identified using a linear regression model. …”
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Pattern, Clinical Characteristics, and Outcome of Meningitis among HIV-Infected Adults Admitted in a Tertiary Hospital in North Western Tanzania: A Cross-Sectional Study by Matobogolo M. Boaz, Samuel Kalluvya, Jennifer A. Downs, Bonaventura C. T. Mpondo, Stephen E. Mshana

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Cyclic alternating pattern in normal children aged 12 to 24 months Padrão alternante cíclico em crianças normais de 12 a 24 meses by Gabriela Rodrigues Alves, Agostinho Rosa, Magneide Brito, Marcia Pradella-Hallinan, Sergio Tufik

“…The number of CAP sequences reached 25.25±9.55 per recording. CAP rate for the different type of A phases are (21.83±9.68%), for A1, (2.43±2.30%) for A3 and (1.67±1.11%) for A2. …”
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Bacteriological evaluation, antibiogram, and phenotypic detection of MBL-producing gram-negative bacteria isolated from outdoor patients with otorrhea attending Ayub medical Comple... by Najeeb B., Shakeela Q., Qureshi S.A.

“…The current study aimed to study the patients to assess the occurrence rate, susceptibility pattern, and prevalence rate of metallo beta-lactamase (MBL) producing gram-negative bacteria to prevent the prevalent strains and direct the physicians to appropriate antibiotic therapy. …”
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Patterns of Treatment and Real‐World Outcomes of Patients With Non‐small Cell Lung Cancer With EGFR Exon 20 Insertion Mutations Receiving Mobocertinib: The EXTRACT Study by Geoffrey Liu, Shi Feng Nyaw, Tony S. K. Mok, Hubert Curcio, Alexis B. Cortot, Tsz Yeung Kam, Renaud Descourt, Yin Kwan Chik, Parneet Cheema, James M. Gwinnutt, Eric N. Churchill, Justin Nyborn, Eileen Curran, Alexandra Savell, Yu Yin, Katie Chong, Yuka Tanaka‐Chambers, Julian Kretz, Jacques Cadranel

“…The median real‐world progression‐free survival (PFS) on mobocertinib was 4.76 months (95% CI: 3.98, 6.21). The overall response rate and disease control rate were 20.0% and 48.6%, respectively (median duration of response: 8.34 months [95% CI: 3.61, 9.49]). …”
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Cerebrospinal fluid data compilation and knowledge-based interpretation of bacterial, viral, parasitic, oncological, chronic inflammatory and demyelinating diseases. Diagnostic pat... by Hansotto Reiber

“…ABSTRACT The analysis of intrathecal IgG, IgA and IgM synthesis in cerebrospinal fluid (CSF) and evaluation in combined quotient diagrams provides disease-related patterns. The compilation with complementary parameters (barrier function, i.e., CSF flow rate, cytology, lactate, antibodies) in a cumulative CSF data report allows a knowledge-based interpretation and provides analytical and medical plausibility for the quality assessment in CSF laboratories. …”
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Fellowship training in microvascular surgery and post-fellowship practice patterns: a cross sectional survey of microvascular surgeons from facial plastic and reconstructive surger... by Douglas M. Bennion, Peter T. Dziegielewski, Brian J. Boyce, Yadro Ducic, Raja Sawhney

“…Results Among survey respondents (n = 21, 22% response rate), two-thirds completed 20–100 microvascular cases during fellowship using mainly radial forearm, fibula, anterior lateral thigh, latissimus and rectus free tissue transfers. …”
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Prevalence, Antimicrobial Susceptibility Pattern, and Associated Factors of Urinary Tract Infections among Adult Diabetic Patients at Metu Karl Heinz Referral Hospital, Southwest E... by Tesfaye Gutema, Fitsum Weldegebreal, Dadi Marami, Zelalem Teklemariam

“…The escalating antimicrobial resistance rate among bacteria over the past years is another concern in the treatment of urinary tract infections. …”
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Configuration and Dynamic Analysis of Complex Docking Test Platform by ZHANG Yuan, FAN Chang-zhen

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Evaluating antibiotic use patterns and compliance in Shanxi province hospitals: a 7-year retrospective study of national clinical improvement system data (2015–2021) by Rui Zhang, Song Wang, Shuyun Wang, Jian Ren, Zhihong Ren, Yang Tang, Donghong Yin, Shucheng Yang, Ruigang Hou, Jinju Duan

“…The proportion of patients undergoing clean surgical procedures with prophylactic antibiotic prescriptions decreased from 45.08% to 40.0% between 2019 and 2021, with a compound annual growth rate (CAGR) of −5.80 (p=0.103). The intensity of antibiotic treatment among inpatients was from 42.00 to 39.70 daily defined dose between 2017 and 2021, with a CAGR of −1.40 (p=0.015). …”
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Large language models' knowledge of children's memory and suggestibility: Evaluating model predictions of prior experimental results by Pekka Santtila, Yongjie Sun, Kristjan Kask, Liisa Järvilehto, Jiaxing Xiu

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A hybrid deep learning model EfficientNet with GRU for breast cancer detection from histopathology images by M. Pradeepa, B. Sharmila, M. Nirmala

“…However, existing diagnostic models often struggle to extract complex patterns from high-resolution tissue images, limiting their diagnostic accuracy and generalization. …”
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Empirical classification of fatigue-induced physiological tremor in robot-assisted manipulation tasks using BiLSTM-GRU network by Poongavanam Palani, Siddhant Panigrahi, Gunarajulu Renganathan, Yuichi Kurita, Asokan Thondiyath

“…On the master end, the participants were seated comfortably and asked to trace the patterns embedded over an image of an organ that was displayed on the screen. …”
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Distinct patterns of osteoradionecrosis after photon-based radiotherapy and carbon ion radiotherapy for unresectable adenoid cystic carcinoma of the head and neck: case series from... by Eivind Storaas, Marta D. Switlyk, Sigrun Dahl, Cecilie D. Amdal, Åse Bratland, Thuy-Tien M. Huynh, Hanne A. Eide, Barbara Vischioni, Ester Orlandi, Einar Dale

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Speciation of Clinically Significant Coagulase Negative Staphylococci Isolates from Clinical Samples and their Susceptibility Pattern: A Cross-sectional Study from Western Uttar Pr... by Priya, Ismat Rehana, Anita Pandey, Rajesh Kumar Shah, Jitendra Kumar Chaudhary

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An enhanced fusion of transfer learning models with optimization based clinical diagnosis of lung and colon cancer using biomedical imaging by N. A. S. Vinoth, J. Kalaivani, R. Madonna Arieth, S. Sivasakthiselvan, Gi-Cheon Park, Gyanendra Prasad Joshi, Woong Cho

“…The FTLMO-BILCCD technique implements a hybrid of temporal pattern attention and bidirectional gated recurrent unit (TPA-BiGRU) for classification. …”
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Pattern of disease and predictors of mortality among critically ill geriatric patients admitted to intensive care unit at a teaching hospital in Ethiopia: a retrospective cohort st... by Amanuel Sisay Endeshaw, Sitotaw Tesfa Zegeye, Meseret Hulualem Nega, Simachew Amogne Debas, Mulat Mossie Derseh

“…The incidence rate of mortality was 6.3 deaths per 100 person-days observation. …”
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Prevalence, antimicrobial resistance patterns, and associated factors of Staphylococcus aureus among different clinical specimens in Wad Medani, Sudan: a four-year, laboratory-base... by Yousif B. Hamadalneel, Marwa F. Alamin, Hifa O. Ahmed, Safa F. Eltoum, Elmuntasir Elamin

“…The overall S. aureus isolation rate was 39.1% (697/1784). The strains were primarily isolated from female patients (79.5%, 554/697), 38.9% of whom (271/697) were aged 30–44 years. …”
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