Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification by Zhuozheng Wang, Yunlong Wang

“…The model consists of parallel branches to extract spatial, temporal, and frequency features: a Graph Attention Network (GAT) models spatial relationships among EEG channels, a hybrid Gated Recurrent Unit (GRU) and Transformer module captures temporal dependencies, and one-dimensional CNNs extract frequency-specific information. …”
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Inwardly rectifying potassium channels: Critical insights for insect species and Apis mellifera by Fabien Sourisseau, Craig A. Doupnik, Pierre Charnet, Mohamed Chahine

“…This review provides a comprehensive overview of current knowledge about Kir channel structures, activities, and gating as well as of their roles in insects, including evolutionary genomic aspects, molecular biology, physiological roles, and pharmacological targeting.…”
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The impact of the CACNB2 Rs11013860 polymorphism on grey matter volume and brain function in bipolar disorder by Xiaofei Cheng, Qian Yang, Yamin Zhang, Mengmeng Zhang, Hua Yu, Peiyan Ni, Xiaojing Li, Mingli Li, Tao Li

“…Abstract Background Recent genome-wide association studies have linked voltage-gated calcium channel genes to bipolar disorder (BD), in which CACNB2 gene rs11013860 is respectively reported. …”
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Public road driving tests of Toyota Prius equipped with high-efficiency III-V triple-junction PV modules by Masuda Taizo, Yamaguchi Masafumi, Iwasaki Shinya, Nakado Takashi, Takamoto Tatsuya, Nishioka Kensuke

“…This paper presents the measurement results of public road tests of a solar-powered plug-in hybrid electric vehicle that is equipped with PV modules (2–9) that have a rated-output power of 860 W. The vehicle-integrated PV modules consist of III-V-based triple-junction solar cells with an average conversion efficiency of approximately 34%. …”
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Teachers’ pedagogical skills and student readiness and achievement in data processing in senior secondary schools in Ibadan, Nigeria by Babatunde Kasim Oladele, Modinat Adetutu LAIDE-RAJI

“…Data was gathered using the pedagogical skills rating scale, the student's readiness questionnaire and the data processing achievement test. …”
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Initial Psychometric Evaluation of the Barth Syndrome Symptom Assessment (BTHS-SA) for Adolescents and Adults in a Phase 2 Clinical Study by Chad Gwaltney, Alan Shields, Emily Love, Sarah Ollis, Jonathan Stokes, Iyar Mazar, Ethan Arenson, Anthony Aiudi, R. J. Wirth, Carrie Houts

“…Results Among the N = 12 white males (M age = 19.5, SD = 7.7) participating in the TAZPOWER trial, overall symptoms were rated as mild (n = 5, 41.7%), moderate (n = 5, 41.7%), severe (n = 1, 8.3%), or very severe (n = 1, 8.3%). …”
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MT-CMVAD: A Multi-Modal Transformer Framework for Cross-Modal Video Anomaly Detection by Hantao Ding, Shengfeng Lou, Hairong Ye, Yanbing Chen

“…To address these issues, we introduce MT-CMVAD, a hierarchically structured Transformer architecture that makes two key technical contributions: (1) A Context-Aware Dynamic Fusion Module that leverages cross-modal attention with learnable gating coefficients to effectively bridge the gap between RGB and optical flow modalities through adaptive feature recalibration, significantly enhancing fusion performance; (2) A Multi-Scale Spatiotemporal Transformer that establishes global-temporal dependencies via dilated attention mechanisms while preserving local spatial semantics through pyramidal feature aggregation. …”
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Clinical and functional remission assessment in patients with recurrent depression by N. N. Petrova

“…The investigators used the following tests: the Montgomery-Asberg Depression Rating Scale (MADRS), the Brief Assessment of Cognition in Affective Disorders (BAC-A), the WHO Disability Assessment Schedule 2.0 (WHODAS 2.0), and the 36-item Short Form Health Survey (SF-36) questionnaire. …”
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Advancing building façade design: digital fabrication of an optimized non-conventional roster brick prototype by Dalhar Susanto, Raisa Putri Alifa, Stefanie Aylien, Miktha Farid Alkadri

“…A human activity pattern survey highlights the need to improve occupant comfort, as people spend significant time inside buildings. …”
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Clinical-cognitive Characterization of Spinocerebellar Ataxia Type 2 by Alberto Caballero Laguna, Luis Velázquez Pérez, Alián Pérez Marrero

“…The sample consisted of 28 patients with a mild stage of the disease to which the Scale for the Assessment and Rating of Ataxia and Montreal Cognitive Assessment Scale were applied to evaluate the progression of the disease from the clinical and cognitive point of view, respectively, with a difference of one year between the two samplings. …”
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Daily activities and self-esteem among university students with and without ADHD by Eryn H. Turner, Seth C. Harty

“…Differences between students with and without ADHD were observed both in momentary self-esteem ratings and the frequencies of endorsed activities. …”
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Advanced smart assistance with enhancing social interaction and daily activities for visually impaired individuals using deep learning with modified seagull optimization by Sana Alazwari, Hussah Nasser AlEisa, Mohammed Rizwanullah, Radwa Marzouk

“…At last, an ensemble of three models, namely long short-term memory (LSTM), bidirectional gated recurrent unit (BiGRU), and sparse autoencoder (SAE) models, are implemented for the classification and detection of the damages. …”
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DDA-MSLD: A Multi-Feature Speech Lie Detection Algorithm Based on a Dual-Stream Deep Architecture by Pengfei Guo, Shucheng Huang, Mingxing Li

“…Firstly, it combines a gated recurrent unit (GRU) network with the attention mechanism. …”
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Risk Communication and Community Engagement (RCCE) implementations to control cholera outbreak in Oromia region, Ethiopia by Dabesa Gobena, Esayas Kebede Gudina, Getahun Fetensa, Tizta Tilahun Degfie, Tessema Debela, Afework Tamiru, Zenebu Begna Bayissa, Dereje Diriba, Tarekegn Sarbessa, Daniel Bekele, Natinel Teferi, Achalu Layesa, Abate Zewdie, Dawit Worku Ayele, Meron Debebe Mersha, Chala Bafikadu, Senahara Korsa Wake, Lemi Abebe, Tesfaye Kebebew, Tefera Goshu, Birhanu Kenate, Yadeta Dessie, Zeleke Mekonnen

“…The overall RCCE implementation status was rated as poor by 73% of the respondents, satisfactory by 23%, and only 4% rated it as good. …”
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Spatial temporal variability and driving factors of ecological security in the northern slope of Qinling Mountains by HOU Kang, TANG Haojie, MA Lixia, LIU Jiawei, WU Siqi

“…The findings reveal an overall increasing trend in the ecological security of the region, with areas rated as moderately safe or above increasing from 67.5% to 71.9%. …”
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Cognitive and emotional disturbances in adult patients with myotonic dystrophy type 1 by E. K. Erokhina, K. V. Shamtieva, E. A. Melnik, D. O. Kazakov, S. A. Kurbatov, E. P. Pavlikova, O. A. Tikhonova, E. A. Mershina, V. E. Sinitsyn, D. V. Vlodavets

“…All patients underwent neuropsychological testing using the Montreal Cognitive RatingScale, Mini‑Mental State Examination, Addenbrooke’s III, Wechsler tests, pathfinding, symbolic and numeric modalities, Luria’s 10 Words, Frontal Dysfunction Battery; assessment of emotional disturbances using the Hospital Anxiety and Depression Rating Scale and the Apathy Scale; quality of life assessment –  36‑Item Short‑Form Medical Outcomes Study. …”
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Arrangement Strategy of Corridor Madukoro to Support Semarang Urban Tourism by Arieska Avianda Rachmayanie, Suzanna Ratih Sari, R. Siti Rukayah

“…To be able to explore the potential and identify problems that exist in Madukoro corridor, this research was carried out using a mixed-method in the form of a qualitative method that was quantified by weighing and rating. The study was conducted using a SWOT analysis equipped with a SWOT matrix to determine the most appropriate strategy. …”
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Appetitive and Dietary Effects of Consuming an Energy-Dense Food (Peanuts) with or between Meals by Snackers and Nonsnackers by A. A. Devitt, A. Kuevi, S. B. Coelho, A. Lartey, P. Lokko, N. Costa, J. Bressan, R. D. Mattes

“…Objective. Assess intake pattern and food properties on acute appetitive ratings (AR) and EI. …”
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Interbrain synchrony attenuation during a peer cooperative task in young children with autistic traits –an EEG hyperscanning study by I-Chun Chen, Hao-Che Hsu, Chia-Ling Chen, Meng-Han Chang, Chun-Shu Wei, Chun-Hsiang Chuang

“…Significant correlations were observed between scores on the ASD symptom rating scale and the selected significant interbrain connectivity index. …”
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Perceived treatment burden and health-related quality of life in association with healthcare utilisation among patients attending multiple outpatient clinics by Cathrine Bell, Charlotte Weiling Appel, Asger Roer Pedersen, Peter Vedsted

“…Logistic regression was applied to estimate the odds of 'no/low' and 'high' perceptions of treatment burden and 'low' self-rated HRQoL in relation to healthcare utilisation. …”
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