Short Text Classification Based on Enhanced Word Embedding and Hybrid Neural Networks by Cunhe Li, Zian Xie, Haotian Wang

“…Furthermore, we propose a dual-channel hybrid model based on a Gated Convolutional Neural Network (GCNN) and Bidirectional Long Short-Term Memory (BiLSTM), which jointly captures local features and long-range global dependencies. …”
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Opioid prescription patterns and pain severity among patients with opioid use disorder and other substance use disorders: a mixed methods study by Erin F. Madden, Gintare Daulys, Benjamin Tingey, Felicia Frabis, Pooja Lagisetty, Philip J. Kroth, Fares Qeadan

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Gas composition and pressure in the hypopharynx during high-flow oxygen therapy through a nasal cannula in healthy volunteers with different breathing patterns by Andrey I. Yaroshetskiy, Anna P. Krasnoshchekova, Fedor D. Tkachenko, Alina V. Rubashchenko, Daniil D. Zubarev, Vasiliy D. Konanykhin, Maxim I. Savelenok, Maxim M. Nosenko, Zamira M. Merzhoeva, Sergey N. Avdeev

“…Abstract Background High-flow nasal cannula is widespread in patients with hypoxemic and hypercapnic respiratory failure, but physiological data concerning influence of the combination of breathing pattern, preset flow rate (PFR), and inspiratory oxygen fraction (FDO2) on end-expiratory pressure (EEP), capnogram, oxygram, and exhaled tidal volume (VTe) remains insufficient. …”
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Prevalence and patterns of multiple long-term conditions among lymphatic filariasis patients in Odisha, India: a community-based cross-sectional study by Abhinav Sinha, Prakash Kumar Sahoo, Krushna Chandra Sahoo, Patrick Highton, Shubhashisha Mohanty, Trupti Nayak, Akshya Kumar Prusty, Sujata Choudhury, Barsha Kumari, Karl Puchner, Kamlesh Khunti, Sanghamitra Pati

“…We estimated the prevalence and correlates of MLTC, assessed the commonly occurring patterns, and investigated the association between self-rated health (SRH) and the number of chronic conditions among patients with lymphatic filariasis. …”
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Sublinear association between cortical thickness at the onset of the adult lifespan and age-related annual atrophy parallels spatial patterns of laminar organization in the adult c... by Bruno Hebling Vieira, Carlos Ernesto Garrido Salmon

“…Our results show that, whilst there is no obvious shared pattern between the initial surface area of cortical regions at eighteen years and their yearly rate of decay, for cortical thickness there is enough evidence to suggest thicker regions at eighteen years of age also present higher yearly rates of thinning, although yearly percentages are proportionately smaller. …”
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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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Isolation, Identification of Bacterial Species Causing Chronic suppurative Otitis Media and Detection Some of Their Virulence Factors by Yumna Shaker Mahmood, Suha Maher Abed, Amar Mohammed Alwan

“…Cloacae), S. aureus had scored the highest rate (41%) of the total infections while the lowest rate was scored by E.Cloacae(1%). …”
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MissPred: A Robust Two-Stage Radar Echo Extrapolation Algorithm for Incomplete Sequences by Ziqi Zhao, Chunxu Duan, Lin Song, Qilin Zhang, Wenda Zhu, Yi Liu

“…To address these issues, we propose MissPred, a radar echo extrapolation model specifically designed for missing data patterns. MissPred employs a dual encoder–decoder architecture. …”
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Future perspective of China's feed demand and supply during its fast transition period of food consumption by Wan-lu DONG, Xiao-bing WANG, Jun YANG

“…China has experienced dramatic changes in food consumption patterns over the last three decades. However, there are different opinions regarding the future trends in consumption. …”
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Clinical and radiological characteristics of novel subtypes of end-stage knee osteoarthritis based on joint space loss patterns in standing extended view and fixed flexion view by Woo-Suk Lee, Tae Hyung Kim, Hyuck Min Kwon, Jun Young Park, Kwan Kyu Park, Byung-Woo Cho

“…Abstract Background This study aimed to classify end-stage knee osteoarthritis (KOA) based on the pattern of joint space loss in standing extended view (SEV) and fixed flexion view (FFV) and to investigate clinical and radiological differences. …”
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Performance Estimation of Low Power and Area-Efficient Parallel Pipelined FFT by Surya P, Arunachalaperumal C, Dhilipkumar S

“…The BI multiplier design was synthesized in a field programmable gate array (FPGA), and the results show that the area efficiency could be improved by about 30 % and the power consumption and delay could be reduced by 56 %. …”
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The Reliability of Diagnosing Schizophrenia Using the GRU Layer in Conjunction with EEG Rhythms by Pankaj Kumar Sahu, Karan Jain

“…Deep learning methods and patterns found in EEG of brain activity are helpful features for verifying schizophrenia. …”
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Pattern and appropriateness of antibiotic therapy for acute respiratory tract infection among under-five children accessing care in a tertiary facility, Sokoto, Nigeria by Fatima Ishaq Abubakar, Hadiza Kubra Ahmed, Omotolani Olawunmi Akintunde, Idrees Abiodun Rufai

“…Introduction Acute respiratory tract infections (ARIs) are a major cause of antibiotic use among under-five (U5) children, often leading to inappropriate prescriptions that contribute to antimicrobial resistance, adverse drug reactions and higher healthcare costs.Objectives To assess the pattern and rate of antibiotic prescriptions and evaluate their appropriateness based on WHO and Paediatric Association of Nigeria guidelines for ARI treatment among U5 children at Usmanu Danfodiyo University Teaching Hospital, SokotoMethods A retrospective review of medical records (case folders and prescription sheets) was conducted for U5 children diagnosed with ARI over a 10-month period at the paediatric outpatient and inpatient units, Department of Paediatrics, UDUTH. …”
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Vertical distribution, growth pattern, and age of an alien freshwater mussel, Sinanodonta pacifica, across elevations gradient on a tropical island and their implication for ecosys... by Asep Sahidin, Gunawan Muhammad, Pringgo Kusuma Dwi Noor Yadi Putra, Irfan Zidni, Zahidah Hasan, Bayu Kreshna Adhitya Sumarto, Septiana Sri Astuti, Yusli Wardiatno, Akira Komaru

“…Mussels were collected over one-year period (2020–2021) from lowland (0–300 m above sea level), midland (300–750 m), and highland (> 750 m) regions to examine density, age structure, growth pattern, and mortality. In midland, the highest population density 5.63 ± 1.83 individuals/m² and the fastest growth rate (growth coefficient, k = 0.26) was shown attributed to moderate temperatures, low suspended solids, and nutrient availability. …”
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Oral Candidiasis among Cancer Patients Attending a Tertiary Care Hospital in Chennai, South India: An Evaluation of Clinicomycological Association and Antifungal Susceptibility Pat... by Abirami Lakshmy Jayachandran, Radhika Katragadda, Ravinder Thyagarajan, Leela Vajravelu, Suganthi Manikesi, Shanmugam Kaliappan, Balaji Jayachandran

“…Fluconazole and Itraconazole showed an overall resistance rate of 14% and 14.8%, respectively. All the isolates were susceptible to Amphotericin B. …”
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Frailty Index-laboratory and lymphocyte subset patterns in predicting 28-day mortality among elderly sepsis patients: a multicenter observational cohort study by Dongkai Li, Jiatong Hou, Zhan Shi, Xiao Li, Jiahui Zhang, Guoyu Zhao, Xianli Lei, Yawen Xie, Yuefu Wang, Hao Wang, Zhigang Chang, Na Cui

“…When comprehensive immune assessment is unavailable, lymphocyte trajectory patterns offer a practical approach for risk stratification.…”
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Non-small cell lung cancer (NSCLC): characteristics, risk factors, molecular profile patterns, and treatment — a retrospective cohort study from Palestine by Abdallah Damin Abukhalil, Khaldieh Mansour, Wardah Alhaj, Inas Salah, Yousef Sahoury, Ni’meh Al-Shami, Mohammad Qawasmeh

“…Abstract Introduction and background Non-small cell lung cancer (NSCLC) is the third most common type of cancer in Palestine and has the highest mortality rate. Treatment approaches for NSCLC depend on many factors including stage, histology, molecular profile, and patient performance status. …”
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Phenological growth and development stages of asparagus pea (Tetragonolobus purpureus Moench.) under different sowing patterns in the conditions of the Right-Bank Forest-Steppe of... by I. Bobos, O. Komar, I. Fedosiy, A. Matvienko

“…The study aimed to determine the rate of key growth and development phases of asparagus pea and to establish the dependence of these processes on specific cultivation technology elements, particularly sowing patterns, in the Right-Bank Forest-Steppe of Ukraine. …”
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Recovery from Resistance Exercise with or Without Blood Flow Restriction Results in an Early Biphasic Pattern of Change in Albumin Cys34 Oxidation in Untrained Males by Zi Xiang Lim, Jackson Peos, Stefan Ostojic, Peter G. Arthur, Paul A. Fournier

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Utilisation of antibiotics in a community pharmacy: A case from north-west, South Africa by Zanele Nsingo, Varsha Bangalee, Deanne Johnston

“…Contribution: This case study indicates that dispensing records contribute to improved understanding of local antibiotic usage patterns that can help combat antimicrobial resistance within a community.…”
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