Building and explaining data-driven energy demand models for Indian states by Kieran M R Hunt, Hannah C Bloomfield

“…We explain model behaviour through Shapley analysis and find a strong sensitivity to day of the week and public holidays, with reductions in energy demand on Sundays and varying impacts during holidays. …”
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Factors associated with nursing and midwifery students’ satisfaction with the clinical learning environment: a cross-sectional study in Morocco by Khadija Guejdad, Laila Lahlou, Ali Ikrou, Redouane Abouqal, Jihane Belayachi

“…Student characteristics were analyzed using the student’s t-test or analysis of variance to assess satisfaction levels across groups. …”
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Socioeconomic and behavioural factors that contribute to the co-occurrence of risk factors for noncommunicable diseases by Naftal Sakaria, Nelago Indongo

“…The study is based on secondary data and analysis is based on a total sample of 1527 which was successfully interviewed. …”
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Studying the chemical composition and energy value of a mixture of roe films and caviar of a series of freshwater fish by Z. M. Arabova, I. Yu. Aleksanyan, A. H.-H. Nugmanov, I. А. Bakin, O. I. Konnova, E. V. Sokolova

“…The total content of minerals (ash) in the roe film-caviar complex is higher than in fish meat, and averages 1.5...2.0%. The results obtained for determining the mass fraction of ash in the roe film-caviar complex of silver carp, carp, pike perch and catfish can be considered quite satisfactory. …”
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High-Resolution Daily XCH₄ Prediction Using New Convolutional Neural Network Autoencoder Model and Remote Sensing Data by Mohamad M. Awad, Saeid Homayouni

“…The CNN-AE model demonstrated the highest accuracy in regional-scale analysis, achieving a Mean Absolute Error (MAE) of 28.48 ppb and a Root Mean Square Error (RMSE) of 30.07 ppb. …”
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Early Diagnosis of Critical Postperfusion Circulatory Disorders by L. A. Krichevsky, V. Yu Rybakov, O. G Guseva, A. Yu Lyamin, I. E Kharlamova, A. I. Magilevets

“…The authors used an intergroup comparison of parameters and an analysis of ROC curves, by recording the cut off values. …”
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Heat Transfer Enhancement in Heat Exchangers by Longitudinal Vortex Generators: A Review of Numerical and Experimental Approaches by Yidie Luo, Gongli Li, Nick S. Bennett, Zhen Luo, Adnan Munir, Mohammad S. Islam

“…By bridging the gap between fluid dynamics, thermal enhancement, and emerging manufacturing technologies, this paper provides a forward-looking, comprehensive analysis that is valuable for both academic and industrial innovations.…”
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Comparison of Medical students' preparation for the United States Medical Licensing Examination (USMLE) Step 1 before and after transition to Pass/Fail [version 3; peer review: 1 a... by Samiksha Prasad, Kate J.F. Carnevale, Christine Perez

“…Student study regimens, aggregate practice test results, Step 1 pass rates and post-block self-reported surveys were analyzed qualitatively to compare student effort and outcomes for scored and P/F cohorts. Results Analysis of practice exam averages across the four student cohorts demonstrates a potentially slower and less rigorous start to Step 1 self-studying during the dedicated preparation block for the cohorts that took the P/F Step 1 exam format as compared to the previous cohorts that prepared for a scored Step 1 exam. …”
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Plasma HIV viral rebound following protocol-indicated cessation of ART commenced in primary and chronic HIV infection. by Elizabeth Hamlyn, Fiona M Ewings, Kholoud Porter, David A Cooper, Giuseppe Tambussi, Mauro Schechter, Court Pedersen, Jason F Okulicz, Myra McClure, Abdel Babiker, Jonathan Weber, Sarah Fidler, INSIGHT SMART and SPARTAC Investigators

“…Differences in pVL slopes up to 48 weeks were examined using linear mixed models and viral burden was estimated through a time-averaged area-under-pVL curve. CHI participants were categorised by nadir CD4 at ART stop.…”
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A study on the effect of print parameters on the internal structural quality of 316 L samples printed via laser powder bed fusion: Experimental and algorithmic approach by Suresh Alaparthi, Sharath P. Subadra, Roy Skaria, Eduard Mayer, Shahram Sheikhi

“…Set‐C had the least deviation when compared to the reference (averaged at 200 Hz), whereas it was 250, 300, and 400 Hz for Set‐D, Set‐A and Set‐B respectively. …”
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Assessing SWOT's Hydraulic Visibility on the Rhine: Precision Flow Lines and Slope‐Based Flood Wave Propagation Signatures by T. Ledauphin, P.‐A. Garambois, K. Larnier, M. Azzoni, C. Emery, N. Picot, S. Amzil, R. Fjørtoft, J. Maxant, H. Yésou

“…The 1‐day Cal/Val data analysis successfully observed flood wave propagation, intumescence, and a rarely observed submersion wave positive slope, underscoring SWOT's value for river hydrology. …”
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Learning and Generation of Drawing Sequences Using a Deep Network for a Drawing Support System by Homari Matsumoto, Atomu Nakamura, Shun Nishide

“…Furthermore, in a sample-level analysis of 10 final images, the proposed model outperformed PredRNN in three cases across all metrics, suggesting its robustness in certain sequences despite architectural simplicity. …”
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SmartSense-D: A safety, feasibility, and acceptability pilot study of digital phenotyping in young people with major depressive disorder by Andres Camargo, Scott D Tagliaferri, Simon D’Alfonso, Tianyi Zhang, Zamantha Munoz, Pemma Davies, Mario Alvarez-Jimenez, Niels van Berkel, Vassilis Kostakos, Lianne Schmaal

“…Over eight weeks, participants averaged 35.9 days (65.3%) with EMAs and 37.9 days (69%) with actigraphy data. …”
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Higher-Order Aberrations Following Ray Trace LASIK and the Impact of Eye Movement on Coma by Thananjeyan AL, Bala C

“…Intraoperative eye tracking of x and y coordinates were separately averaged to calculate mean and standard deviation of movement along the x-axis and y-axis to assess eye movement.Results: Total HOA RMS (n = 250 eyes) increased marginally from 0.306 ± 0.102 to 0.371 ± 0.135 (p < 0.001) post-operatively. …”
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Laboratory and Numerical Study of Hydraulic Loss and Discharge Coefficient in Rectangular Labyrinth and Piano Key Weirs by R. Ghasemi Ghasemvand, M. Heidarnejad, A.R. Masjedi, A. Bordbar

“…Moreover, the error rate in numerical modeling varied based on different parameters and conditions, averaging between 10% and 30%. In some cases, labyrinth weirs exhibited higher error rates compared to piano key weirs.…”
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Specifics of rotational planning and intraoperative alignment of the femoral component in the knee implant with navigation devices (systematic review) by Roman A. Zubavlenko, Dmitriy A. Markov, Vladimir V. Ostrovskij

“…Initially we identified 366 studies that corresponded to the main focus of this research, and 158 studies were selected for analysis after the duplicates had been excluded. Ultimately, only 11 studies fully met the selection criteria. …”

Efficacy of n-tyrozol medication for regeneration stimulation of lip mucous membrane at experimental stomatitis by Nataliia N. Baitinger, Elena Yu. Varakuta, Liliia R. Mustafina, Anastasiia D. Koniaeva, Sergei V. Logvinov, Mark B. Plotnikov, Alexandr V. Gerasimov, Alexei V. Potapov

“…The data obtained during the study of the dynamics of healing were averaged in the groups mentioned above and subjected to statistical processing using nonparametric (Mann–Whitney and Wilcoxon) methods using the computer program Statistica 8.0.Results. …”
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Calculation of Correction Factors for Vickers’ Hardness Measurements on a Non-Planar Surface by S. G. Sandomirski, A. L. Val’ko, S. P. Rudenko

“…The aim of the work was to simplify the calculation of correction factors K for Vickers hardness measurements on non-planar surfaces and to reduce the calculation error compared to the methodology governed by the regulations.The method presented is based on a statistical analysis of K coefficients, presented in regulatory documents for cases considered in the form of tables. …”
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Strain Hardening of Nickel-Based Alloys: Microstructure Related Analytical Evaluations, Molecular Dynamics Modelling, and Effects of Ultrasonic Surface Finishing by B.M. Mordyuk, V.М. Shyvaniuk, G.S. Mogylnyi, V.І. Bondarchuk, and О.S. Gatsenko

“…The observed hardness increase is described both experimentally by accounting for microstructural data and analytically based on the hardening mechanisms involved, namely: the solid-solution hardening, dispersion hardening by carbides (Inconel 690) and/or intermetallics (Inconel 718, Inconel X750), dislocations’ accumulation and rearrangement, and grains/subgrains refinement observed by x-ray structural analysis. As shown, molecular-dynamics modelling under the same conditions of tensile stress and temperature allows capturing the difference in the evolutions of the defect structures and stress fields averaged on all atoms of the model Ni nanocrystals with and without a spherical inclusion, and it can be used for modelling the alloys with dispersion strengthening. …”
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Weight Loss and Engagement in a Tirzepatide-Supported Digital Obesity Program: A Four-Arm Patient-Blinded Retrospective Cohort Study by Louis Talay, Matt Vickers, Catherine Bell, Tom Galvin

“…Results: Over the 16-week study period, the entire cohort averaged 12.91 (±21.99) messages to their health coach. …”
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