Research on a PCA-transformer-based prediction algorithm for gas concentration in working face by YANG Jian, SHU Longyong, ZHANG Shulin, QIN Kai, CUI Cong

“…Finally, the processed training set was fed into a Transformer model, where the encoder and decoder extracted intrinsic patterns and features of gas concentration variations. …”
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DiffCoRank: a comprehensive framework for discovering hub genes and differential gene co-expression in brain implant-associated tissue responses by Anirban Chakraborty, Erin K. Purcell, Michael G. Moore

“…A key innovation of our approach is false discovery rate (FDR) based selection of strongly connected genes (SCGs), by which we improve detection of strong coexpression patterns that otherwise could be lost to spurious correlations. …”
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Water production efficiency and economic benefits under diversified planting modes of intercropping-multiple cropping in arid regions. by Na Zhang, Jianxin Jin, Jing Chen

“…It can be seen that diversified planting patterns can improve the yield and economic benefits per unit land area, and are a highly promising planting pattern.…”
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Workplace determinants of social capital: cross-sectional and longitudinal evidence from a Finnish cohort study. by Tuula Oksanen, Ichiro Kawachi, Anne Kouvonen, Soshi Takao, Etsuji Suzuki, Marianna Virtanen, Jaana Pentti, Mika Kivimäki, Jussi Vahtera

“…Features of the workplace were work unit's demographic and employment patterns and size, obtained from employers' administrative records. …”
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Assessing the impact of AI tools on mobility and daily assistance for children with down syndrome in Saudi Arabia by Rayan Alanazi, Adel Sabre Alanazi, Sohil Alqazlan, Houcine Benlaria

“…Among AI users only, perceived effectiveness was rated moderately high for daily independence (M = 3.85, SD = 0.93) and mobility (M = 3.78, SD = 1.18). …”
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Evaluation of the daily routines and health behaviors of primary school children and their parents: what has changed with a pandemic? by Derya Ceyhan, Betül Karagür Çakmak, Furkan Burkay Gürel

“…The proportion of those whose sleep patterns changed was higher among parents and children who were stressed by the pandemic (p < 0.01). …”
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Analysis of major human and foodborne pathogens and their resistance to antimicrobials in the USA in the past two decades: Implications for surveillance and control of antimicrobia... by PAN Hang, LI Xiaoliang, FANG Weihuan, YUE Min

“…Potential links between consumption of antimicrobials and patterns of antimicrobial resistance were discussed. …”
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Evaluation of Worker Fatigue During Exoskeleton-Assisted Tasks with Varying Intensities by Daehwi Jo, Gu Young Cho, Kyung-In Kang, Hyunsoo Kim

“…Time-series analysis further revealed that exoskeletons not only decrease overall fatigue accumulation but also slow the rate of fatigue increase, extending the period in which workers can maintain safe and efficient movement patterns. …”
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Contemporary problems of budget development of regional centers by M. A. Pechenskaya

“…It is shown that the risk of budget reduction in the social sphere and economy financing increased due to the growing cost of servicing municipal debt, which in the North-Western federal district regional centers increased 14 times in 2011-2018, while the average growth in Russia in that period was four-fold. The increase in the rate of budget expenditures centralization was revealed, which was manifested in an eight-fold increase in the delegated authority from higher levels to the budgets of regional centers of the North-Western federal district in 2011-2018.Scientific novelty: modern patterns of budget systems development of regional centers of Russia and the North-Western federal district are defined and justified, in particular for 2011-2018.Practical significance: the materials of the article can be used by professors of higher educational institutions in the educational process, and by researchers as a research base. …”
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Short physical performance battery: Pilot study of a human motion capture app (MobiSPPB) by Lucas Küppers, Richard Pfannenstiel, Arezoo Bozorgmehr, Stephan Jonas, Birgitta Weltermann, Lara Marie Reimer

“…Two experienced raters rated the SPPB performance, and a smartphone recorded at the same time. …”
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Electricity Theft Detection Using Rule-Based Machine Leaning (rML) Approach by Sheyda Bahrami, Erol Yumuk, Alper Kerem, Beytullah Topçu, Ahmetcan Kaya

“…Even though consumption-based models have been applied extensively to the detection of power theft, it can be difficult to reliably identify theft instances based only on patterns of usage. In this paper, a novel rule-based combined machine learning (rML) technique is developed for power theft detection to address the drawbacks of systems that rely just on consumption patterns. …”
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A multimodal functional structure-based graph neural network for fatigue detection by Dongrui Gao, Zhihong Zhou, Zongyao Peng, Haokai Zhang, Shihong Liu, Manqing Wang, Hongli Chang

“…The framework employs differential entropy (DE) features extracted from filtered EEG signals and heart rate variability (HRV) features derived from ECG signals as dual input streams, capturing distinct internal–external interaction patterns. …”
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Impact of stratifin/14-3-3σ on survival and interstitial lung disease in patients with non-small cell lung cancer receiving immune checkpoint inhibitors by Daiki Murata, Koichi Azuma, Kenta Murotani, Yoshiaki Zaizen, Tomoaki Hoshino

“…Meanwhile, delta-SFN, representing the change in SFN values between ICI initiation and at the 6-week point, was associated with progression-free survival, overall survival, disease control rate, and ICI-ILD image patterns. Conclusion SFN levels in plasma were associated with therapeutic efficacy and ICI-ILD pattern in patients with NSCLC receiving cancer immunotherapy. …”
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Neurobehavioral mechanisms of fear and anxiety in multiple sclerosis by Lil Meyer-Arndt, Rebekka Rust, Judith Bellmann-Strobl, Tanja Schmitz-Hübsch, Lajos Marko, Sofia Forslund, Michael Scheel, Stefan M. Gold, Stefan Hetzer, Friedemann Paul, Martin Weygandt

“…The fact that a machine learning model trained to associate fMRI fear response patterns with fear ratings in HPs predicts fear ratings from fMRI data across MS groups using an MVPA cross-decoding approach suggests that generic fear processing mechanisms substantially contribute to anxiety in MS.…”
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Spatial Inequality and Accessibility of Senior High School Education in Bonebolango Regency by Aljunaid Bakari, Firman Sidik

“…The results of this study show that the availability of high school facilities in Bonebolango Regency has not met the needs of the upper school-age community, because it has not been able to accommodate 80% of the high school age population in each sub-district. The occupancy rate is also uneven, with four high schools having an occupancy rate above 80% of the temporary capacity and 11 high schools having an occupancy rate of less than 50% of their capacity Based on the analysis of the nearest neighbors, the distribution pattern of high schools in Bonebolango Regency is relatively random, with a value of 0.975337 and a z-score of -0.030915. …”
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A Comparative Analysis of Machine Learning Algorithms for Classification of Diabetes Utilizing Confusion Matrix Analysis by Maad M. Mijwil, Mohammad Aljanabi

“…Mainly, logistic regression and Adaboost had a classification rate above 92%, and the naive bayes algorithm achieved a classification rate above 90%. …”
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Epidemiology of invasive meningococcal disease in Novosibirsk region during 1992–2015 by I. Ya. Izvekova, E. I. Krasnova

“…Aim: To study the epidemiological patterns of invasive meningococcal disease in Novosibirsk region within a time period from 1992 to 2015.Methods: retrospective comparative epidemiological analysis.Results: During the analyzed period the annual incidence rate of invasive meningococcal disease was higher than average annual incidence rate in Russian Federation. …”
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Personal recognition using finger knuckle shape oriented features and texture analysis by K. Usha, M. Ezhilarasan

“…The experimental results confirm that, our proposed method shows a high recognition rate of 98.72% with lower false acceptance rate of 0.06%.…”
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The prophylaxis and treatmen to finfectious complications caused by nosoco-mialflora after kidney transplantation from living related donor by E. P. Volynchik, L. V. Bolshakov, E. M. Balakirev, N. S. Bogomolova

“…This resulted in reduced rate of infectious complications.…”
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Epidemiological Characteristics of Human Rabies in Urban and Suburban Districts in Shanghai, 2006–2021 by Zhi Li, Jiayu Hu, Zhuoying Huang, Xiang Guo, Jia Ren, Jing Qiu, Xiaoying Ma, Han Yan, Fang Huang, Xiaodong Sun

“…Demographic characteristics, spatial and seasonal patterns, and correlations were analyzed to explore the epidemiological profiles. …”
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