UniLF: A novel short-term load forecasting model uniformly considering various features from multivariate load data by Shiyang Zhou, Qingyong Zhang, Peng Xiao, Bingrong Xu, Geshuai Luo

“…To address the above problems, we design a novel STLF model called UniLF based on Transformer framework, which contains the proposed convolutional enhancement-fusion embedding method to capture the correlations between load and covariates for embedding, the proposed feature reconstruction-decomposition block to distill multiscale features as well as more detailed local-global variations from 2D space and the core mask-guided multiscale interactive self-attention mechanism to further realize the enhanced interactions of scale features and temporal features. Experiments conducted on three load datasets from Australia, Panama and Austria show that UniLF achieves superior forecasting accuracy with competitive practical efficiency under different prediction lengths, providing a new solution for STLF.…”
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Multi-Objective Optimization of Energy, Exergy, Exergoeconomic Analyses a Double-Pessure Flash-Binary Geothermal Power System Using Zeotropic Working Fluid by Arivalagan Pugazhendhi, Van Vang

“…Parametric study is conducted to study the effect of some main parameters variation on the proposed system performance. …”
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The mediating role of parental attachment in the relationship between parenting styles and identity achievement among secondary and preparatory school students by Shimelis Anley Tizazu, Demeke Wolle Ambaye

“…Correlational design was employed to conduct the study. Adapted self-report questionnaires for parenting styles, parental attachment and identity achievement of adolescents were used to collect the data from the respondents. …”
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Temperature and Humidity Monitoring in Hydroponic Cultivation Based on Internet of Things: Dataset Development for Smart Agriculture by Simon Prananta Barus, Jeriko Ichtus Seo

“…Further research will integrate more monitoring parameters, conduct direct hydroponic cultivation trials, and apply artificial intelligence such as machine learning and deep learning to improve efficiency and effectiveness in hydroponic cultivation.…”
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Complications of the Nonoperative versus Operative Treatment of Displaced and Reduced Distal Radius Fractures in Adults: A Systematic Review by Eva A.K. van Delft, Emilien C.J. Wegenrif, Ralph de Vries, Jefrey Vermeulen, Niels W.L. Schep, Frank W. Bloemers

“…Methods: A comprehensive search was conducted in three bibliographic databases. Suitable studies were randomized controlled trials (RCTs) and retrospective trials that compare reduction followed by cast immobilization or volar plating and reported on complications or suboptimal outcome. …”
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HISTORY AND CULTURE: A COMPARATIVE STUDY OF THE ADARA AND ZURU IN KADUNA AND KEBBI STATES FROM THE EARLIEST TIME TO 2018 by MARABS JOSHUA ANTHONY, SOJA ZAKKA

“…The research will use multiple-group design technique which is expected to conduct many oral interviews across each site of these groups. …”
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A qualitative study of motivations for non-suicidal self-injury in a sample of psychiatric outpatients in Singapore by Shazana Shahwan, Yunjue Zhang, Rajeswari Sambasivam, Say How Ong, Siow Ann Chong, Mythily Subramaniam

“…Methods: Semi-structured interviews were conducted with 20 outpatients (6 males, 14 females) of the Institute of Mental Health aged 17–29 years who had reported NSSI as part of an earlier survey. …”
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Enhancing User Differentiation in the Electronic Personal Synthesis Behavior (EPSBV01) Algorithm by Adopting the Time Series Analysis by Mohanaad Shakir

“…Thus, two preliminary experiments were conducted with 22 users from January 13 to February 1, 2024. …”
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Nanomaterials: Promising Tools for the Diagnosis and Treatment of Myocardial Infarction by Ge Y, Wu L, Mei S, Wu J

“…We systematically review the applications of nanomaterials in MI diagnosis, including the detection of biomarkers and imaging techniques, as well as in MI treatment, encompassing anti-inflammatory effects, antioxidant stress, inhibition of fibrosis, promotion of angiogenesis, and cardiac conduction repair. We analyze the existing challenges and provide insights into future research directions and potential solutions. …”
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Exploring Structural, Magnetic, and Electric Transport Properties of Sol–Gel Derived Nd0.65Ca0.35MnO3 by Bhupendra Singh, Gaurav Joshi, Sudha Tomar, D. S. Raghav, Raj Kumar, Upendra Kumar, Lalit Kumar

“…Instead, the PM state in the sample shows conduction via variable range hopping.…”
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Healthy or skinny? The negotiation between fear appeal and danmu in anorexia awareness videos by Mengsu Shi, Shuang Chen, Kexin Wang

“…Methods An experiment was conducted employing a 3 (Fear level of video: low, medium, high) × 4 (Danmu type: no danmu, pro-anorexia, anti-anorexia, mixed pro- and anti-anorexia) between-participants design. …”
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Mitigation of Carbonaceous Indoor Aerosols Through Behavioural Change Soft Approach in Cooking at Selected Rural Sites (India) by Kopal Verma, Umesh Chandra Kulshrestha

“…Soft approaches involve minor adjustments in daily practices to promote sustainability. Conducted over a year at three sites in Punjab (Phullanwal) and Madhya Pradesh (Budhwada and Khedla), the study assessed CA concentrations in rural household kitchens. …”
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Ultrasound imaging of the perithyroid fascial space: a comparative analysis with anatomical correlations by Ying Wei, Zhen-long Zhao, Yun Niu, Li-li Peng, Yan Li, Ming-an Yu

“…A retrospective review was conducted on data from 2390 patients (631 males and 1759 females, median age 46 years, 25–75% interquartile range 26–69 years) who underwent microwave ablation for thyroid tumors, including 1436 benign nodules and 954 papillary thyroid carcinomas. …”
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The impact of apolipoprotein E, type ∊4 allele on Alzheimer's disease pathological biomarkers: a comprehensive post-mortem pilot-analysis. by Ziyu Wan, Tao Ma

“…Meanwhile, many aspects of its impact on AD pathology remain underexplored. This study conducts a systematic data analysisof donor data from the Seattle Alzheimer's Disease Brain Cell Atlas. …”
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IS WOMEN'S LABOUR FORCE PARTICIPATION POTENTIALLY ENHANCED BY DIGITAL FINANCIAL INCLUSION? EVIDENCE FROM AFRICA by Benedict Azu, Taiwo Queen Adjeke, Agbobu Shedrack Onyeka

“…Our database is derived from the Global Findex database, 2021 edition, and we have mobilised a microeconomic database covering 14,281 African women. based on polls conducted in 29 African nations that are nationally representative. …”
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A prospective cohort study of the association between mode of delivery and postpartum posttraumatic stress disorder by Baohong Xu, Yanfang Chen, Jiao Tang

“…This study aims to investigate the association between mode of delivery and PTSD in a cohort of Chinese women with a high rate of cesarean section (CS). We conducted a prospective cohort study in China between October 2019 and June 2021. …”
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The effect of individual education and care provided in living spaces to pregnant women in the earthquake region on prenatal distress, risk perception, and labour anxiety by Derya Kaya Şenol, Mine Gökduman Keleş

“…Method The study was conducted with 60 pregnant women primiparous pregnant women over 20 weeks of gestation. …”
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Global competitiveness research by Anđelić Slavica, Trišić Marko, Petrović Jovana

“…Those models have been successfully used by the CEER magazine, in order to conduct an analysis of competitiveness between Poland, the Czech Republic, Hungary, as well as of all developing countries (Serbia being among them).…”
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Assessing urban vegetation inequalities: Methodological insights and evidence by Alicia González-Marín, Marco Garrido-Cumbrera

“…However, the methodologies employed have been heterogeneous, leading to inconclusive or contradictory results. This study aims to conduct a scoping literature review of research that evaluates methodologies used to estimate the inequal distribution of vegetation in cities, providing evidence to establish standardized guidelines for the selection of data sources, methodologies and indicators. …”
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Geoelectrical Characterization of Aquifer Precincts in Parts of Lapai, North Central Nigeria by MT Tsepav, SI Ibrahim, FA Bayegun

“…The resistivity of these layers varied from 4.54Ωm to 27987.60Ωm while the depth varied from 0.440m to 1079.5m. Longitudinal conductance and transverse resistance calculated from the layers’ thicknesses and resistivities varied from 0.00039Siemens to 2.05Siemens and 3.96×106 Ωm2 to 3.34×107Ωm2 respectively. …”
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