Using machine learning and natural language processing in triage for prediction of clinical disposition in the emergency department by Yu-Hsin Chang, Ying-Chen Lin, Fen-Wei Huang, Dar-Min Chen, Yu-Ting Chung, Wei-Kung Chen, Charles C.N. Wang

“…The models were trained using structured data and unstructured data (free-text notes) processed by NLP. The primary outcome was death in the ED or admission to the intensive care unit, and the secondary outcome was either admission to a general ward or transferal to another hospital. …”
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Impact of digital interdisciplinary consultation on secondary care referrals by general practitioners: a protocol for a stepped-wedge cluster randomised controlled trial by Maarten Postma, Danielle Jansen, Henk van der Worp, Marco H Blanker, Henk Schers, Sanne Sanavro, Joke Stoffelen, Paul Koning, Michiel de Boer, Guus Janus

“…Alongside this quantitative analysis, we will evaluate patient experience, facilitators and barriers for use of the platform.Ethics and dissemination The medical ethics review board of University Medical Center Groningen (UMCG), the Netherlands (METc-number: 2021/288) has confirmed that the Medical Research Involving Human Subjects Act (WMO) does not apply to the process evaluation because the study does not involve randomisation of patients or different medical treatments (letter number: M21.275351).Trial registration number NL9704.…”
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MATHEMATICAL MODELS FOR DETERMINING THE PARETO FRONT FOR BUILDING TECHNOLOGICAL PROCESSES OPTIONS UNDER THE CONDITIONS OF INTERVAL PRESENTATION OF LOCAL CRITERIA by Vladimir Beskorovainyi, Lyudmyla Kolesnyk, Dr. Chinwi Mgbere

“…The following tasks have been solved in the article: review and analysis of the current state of the problem of supporting decision-making in the tasks of optimization of TP at the stages of their design or reengineering; decomposition of the problem of making project decisions; formalization of the task of comparing intervals for selection of Pareto fronts using comparison indices based on the generalized Hukuhari difference; development of a mathematical model of the problem for the method based on Carlin's lemma; development of a mathematical model of the problem for the method based on Hermeyer's theorem; determination of the Pareto front in the task of optimization of TP by the method of pairwise comparisons. …”
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The role of the aging process and related factor EMP1 in promoting progression of resectable pancreatic cancer by Junfeng Zhang, Jianyou Gu, Tao Zhang, Renpei Xia, Jianbo Li, Mingda Tan, Yongjun Yang, Jifeng Xiang, Bin Xie, Rong Tang, Wangge Li, Xianxing Wang, Shixiang Guo, Huaizhi Wang

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Compensatory cerebellar activation during fluid intelligence processing following mild traumatic brain injury by Anat Leibovici, Nofar Itzhaki, Hadar Shapsa, Jenya Yvgeny, Lerer, Moran Shechtman, David Mesika, Reut Raizman, Galia Tsarfaty, Zion Zibly, Lior Ungar, Anton Peled, Raquel C. Gardner, Sigal Liraz Zaltsman, Moshe Bondi, Evgeny Gaidukov, Jeremy D. Schmahmann, Aleksandra Plavsic, Abigail Livny

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Neural Network and Generalized Extended State Observer Sliding Mode Control of Hydraulic Cylinder Position in the Independent Metering Control System with Digital Valves by Xiangfei Tao, Kailei Liu, Jing Yang

“…In addition, a radial basis function (RBF) neural network is constructed to approximate uncertainties arising from the modeling process, the accuracy error indicator uses Mean Absolute Error (MAE), and a finite time generalized extended state observer (GESO) is introduced to conduct online disturbance observation for the external disturbances present within the control system. …”
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Synergistic Drivers of Vegetation Dynamics in a Fragile High-Altitude Basin of the Tibetan Plateau Using General Regression Neural Network and Geographical Detector by Yanghai Duan, Xunxun Zhang, Hongbo Zhang, Bin Yang, Yanggang Zhao, Chun Pu, Zhiqiang Xiao, Xin Yuan, Xinming Pu, Lun Luo

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Experiences, perceptions and attitudes on providing advice on physical activity to patients with chronic ischaemic heart disease: a qualitative study in general practitioners in Ge... by Norbert Donner-Banzhoff, Rik Crutzen, Sabrina Kastaun, Verena Leve, Stefan Wilm, Alicia Prinz, Sabrina Hoppe

“…GPs were involved throughout the entire research process, for example, in multi-professional analysis groups.Results Although GPs are mostly aware of the health benefits of PA for patients with IHD, PA advice is not routinely provided. …”
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Detection of flood trends and drivers in the Taihu Basin, China by Yu Xu, Yulu Zhang, Kaixin Liu, Yanjuan Wu, Chao Gao

“…Through the identification of historical flood events and the analysis of the rise and fall processes of floods, we found that the main reason for variation in the response relationship was the increase in the water level before the rising stage, rather than the water level rising in the Taihu Basin. …”
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Methods of controlling electrochemical energy storages: classification and application features by Sergiy Plaksin, Mykola Zhytnyk, Ruslana Levchenko, Svitlana Ostapovska

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Short-term effects of transcranial direct current stimulation on pain sensitivity, emotional and cognitive processes in non-suicidal self-injury: a randomised controlled trial by Runsen Chen, Yiheng Tu, Dennis Chong, Chang Lei, Diyang Qu, Yangyang Yi, Weijian Wu

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Bibliometric overview of the systems approach in Geomorphology production: journals Q1 and Q2, Earth-Surface Processes (SJR) by Gabriel Santos da Mota, Thayara Silveira Carrasco, Jonathas Jesus dos Santos, Cleide Rodrigues

“…This research aimed to provide a historical overview of the impact of the systems approach on the production in Geomorphology based on the bibliometric analysis of 20 journals classified as Q1 and Q2 (Scimago Journal Rank — SJR 2019) in the Earth-Surface Processes category. …”
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Performance of cognitive tasks and functional brain activity in anxiety disorders by A. V. Kirenskaya, E. V. Fedorova, K. Yu. Telesheva, A. M. Gonopolsky, A. M. Chernorizov

“…Participants were patients with generalized anxiety disorder (GAD group — 12 s.), mixed anxiety and depressive disorder (ADD group — 16 s.) and healthy volunteers (control group — 16 s.). …”
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Experimental Study on Influence of Different Patterns of an Emergent Vegetation Patch on the Flow Field and Scour/Deposition Processes in the Wake Region by Oral Yagci, V. S. Özgur Kirca, Vasileios Kitsikoudis, Catherine A. M. E. Wilson, M. Furkan Celik, Caner Sertkan

“…Despite generally elongated obstacles being streamlined bodies, the morphometric analysis obtained by laser scanner revealed that streamlined elongation of permeable patches amplifies global scour and enhances localization of the local scour hole. …”
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Study of unusable liquid propellant residues evaporation processes parameters in the tanks of launch vehicle worked-off stage in microgravity by V. I. Trushlyakov, V. A. Urbansky

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ABOUT DATA MODELING SUBJECT DOMAINS PRACTICE-ORIENTED DIRECTION FOR UNIVERSAL SYSTEM OF STORAGE AND PROCESSING DATA by L. V. Rudikova, E. V. Zhavnerko

“…For getting of data models applies structural methodology and consider general principles of conceptual design. Using complex system, which can work with some information sources and represent data in convenient view for users will in-demand for analysis data selected subject domains and determination of possible relationships.…”
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A Comparative Study of Kinetic Reaction Schemes for the Isomerization Process of the C₆ Series by Diana K. Díaz-Cervantes, Arturo Elías-Domínguez, Ángel Castro-Agüero, Fernando Pérez-Villaseñor, Arturo Ortíz-Arroyo, Friné López-Medina, Eduardo López-López, Edith Osorio-de-la-Rosa

“…This study presents a comparative analysis of eight reaction schemes for the C₆ series isomerization process. …”
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To the methodology of socio-geographical research of the internal displacement of the population by Maryna Lohvynova

“…The author considers the use of traditional methods of socio-geographical research of migration processes. Of great importance are philosophical and general scientific methods, in particular analysis and synthesis, induction and deduction, observation, abstraction, and others. …”
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Family Interviews Improve Health Service Recommendations in Mortality Review Process: A Mixed‐Methods Assessment by Catherine Kothari, Fernando Ospina, Nia Evans, Cynthia Bane, Joi Presberry Dixon, Vaishali Patil, Ruth Butters, Rosemary Fournier, Susanna C. Joy, Brenda O'Rourke, Josephine Woods, Debra Lenz, Aaron L. Davies

“…Quantitative data collection was secondary analysis of FIMR administrative records, comparing outcomes with and without family interviews using Generalized Estimating Equation (GEE) and descriptive analysis of annual FIMR team evaluation responses. …”
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AVIONICS TECHNICAL OPERATION SYSTEM AND SCIENTIFIC BASIS FOR ITS FORMATION by S. V. Kuznetsov

“…To solve the general task it is necessary to solve successfully a lot of tasks, formulated in this article. …”
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