EEG–fNIRS signal integration for motor imagery classification using deep learning and evidence theory by Mohammed E. Seno, Niladri Maiti, Maulik Patel, Mihirkumar M. Patel, Kalpesh B. Chaudhary, Ashish Pasaya, Babacar Toure

“…For EEG signals, spatiotemporal features are extracted using dual-scale temporal convolution and depthwise separable convolution, and a hybrid attention module is introduced to enhance the network's sensitivity to salient neural patterns. For fNIRS signals, spatial convolution across all channels is employed to explore activation differences among brain regions, and parallel temporal convolution combined with a gated recurrent unit (GRU) captures richer temporal dynamics of the hemodynamic response. …”
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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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Real-World Treatment Patterns and Survival Outcomes of Patients with Relapsed/Refractory Multiple Myeloma Treated with a Selinexor-Containing Triplet-Based Regimen by Andrew Whiteley, Stephen C. Ijioma, David Ray, Spencer S. Langerman, Ellen Hu, Amy Pierre, Tomer Mark, Habte Yimer

“…Previous clinical trials have demonstrated high rates of durable responses in the treatment of patients with triple-class-exposed RRMM with regimens containing selinexor, a first-in-class, orally available selective exportin 1 inhibitor. …”
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Incidence, Pattern and Mortality of Traumatic Abdominal Injury, a Three‐Year Study at the Largest Trauma Center in Southern Iran: A Cross‐Sectional Study by Mahnaz Yadollahi, Hosein Fazeli, Mehdi Ghasemian, Mohammad Reza Yousefi, Mehrdad Karajizadeh, Hanie Farajpour

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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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Prevalence and epidemiological pattern of drug-resistant tuberculosis among migrant populations in Wenzhou City, China, 2014–2023: implications for public health strategies by Lianpeng Wu, Lianpeng Wu, Xiyue Cai, Shuya Xu, Xuefeng Lin, Shuangliao Wu, Xueqin Xu, Xueqin Xu

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Network-based machine learning reveals cardiometabolic multimorbidity patterns and modifiable lifestyle factors: a community-focused analysis of NHANES 2015–2018 by Danhui Mao, Junfang Mu, Yajing Li, Lu He, Qianhui Chai, Xin Zhao, Xiaojun Ren, Hui Cheng

“…Abstract Cardiometabolic Multimorbidity (CMM) has emerged as one of the primary threats to human health globally due to its high incidence, disability, and mortality rates. Accurate identification of CMM patterns is crucial for CMM classification and health management. …”
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Global patterns and trends in ischemic stroke burden attributable to particulate matter pollution: changes from 1990 to 2021 and projections from 2022 to 2050 by Erman Wu, Erman Wu, Riqing Su, Tong Tang, Jiakun Li, Maimaitili Mijiti, Yandong Li, Gaocai Zhang, Minghao Lian, Yongtao Zhang, Guohua Zhu, Dangmurenjiafu Geng

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Diagnostic tests, drug prescriptions, and follow-up patterns after incident heart failure: A cohort study of 93,000 UK patients. by Nathalie Conrad, Andrew Judge, Dexter Canoy, Jenny Tran, Johanna O'Donnell, Milad Nazarzadeh, Gholamreza Salimi-Khorshidi, F D Richard Hobbs, John G Cleland, John J V McMurray, Kazem Rahimi

“…Quality improvement efforts have been evaluated within individual clinical settings, but patterns of care across its continuum, although a critical component of chronic disease management, have not been studied. …”
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Using Real World Evidence to Describe Pulmonary Arterial Hypertension Treatment Patterns, Healthcare Resource Utilization, and Costs Associated with PDE-5 Inhibitor Monotherapy by George Ruiz, Jason Yeaw, Cassandra A. Lickert, Ajita P. De, Rolin L. Wade, Janis Pruett, William Drake

“… # Results PDE-5i monotherapy for PAH treatment was associated with high treatment modification rates, low adherence, increased healthcare resource utilization, and high costs. …”
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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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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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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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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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Dispersal ability of Barbitistes vicetinus Galvagni & Fontana, 1993 (Orthoptera, Tettigoniidae) among different habitats including a morphometric analyses of the instars by G. Ortis, G. Cavaletto, L. Mazzon

“…However, movement rates were slightly higher within vineyards and changed depending on developmental stage. …”
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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

“…Conclusion: Antibiotic prescribing largely aligned with WHO guidelines; however, the high rate of Access antibiotics dispensed highlights the need for targeted interventions to improve prescribing practices and guideline adherence. …”
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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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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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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

“…In multivariable analysis, high FI-lab risk (OR 2.31), APACHE-II scores (OR 1.08), heart rate (OR 1.01), NK cell count (OR 0.994), and pulmonary infection (OR 1.96) independently predicted 28-day mortality. …”
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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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