Construction and Simulation of a Strategic HR Decision Model Based on Recurrent Neural Network by Xiaorong Li, Lijun Zhang, Dongchen Li, Dan Guo

“…In this paper, RNN (Recurrent Neural Network) algorithm is used to conduct an in-depth analysis of HR strategic decision-making and an HR strategic decision model is constructed for simulation. …”
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Gaze behavior and decision-making among handball referees: exploring gender and expertise differences by Jacek Świdwa, Stefanie Klatt, Adam Kantanista

“…This study investigates gaze behavior and decision-making processes among male and female handball referees of varying expertise levels. …”
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The Impact of Medical Risk Perception on Patient Satisfaction: The Moderating Role of Shared Decision-Making by Zhou K, Chen L, Li M

“…This study explores the relationship between medical risk perception, trust, and patient satisfaction while taking shared decision-making as a moderator.Methods: A stratified random sample of 450 inpatients from a tertiary public hospital in Guangzhou was selected for investigation, from June 2023 to September 2023. …”
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The nursing shared decision making attitude scale: A translation and psychometric evaluation study by Stefanie van den Broek, Floor Halvorsen, Bregje Raap- van Sleuwen, Rien de Vos

“…Background: Nurses have an increasingly important role in the ‘shared decision-making’ process. Knowledge about attitudes can facilitate the implementation process of the different roles of nurses in shared decision-making. …”
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Determinants of Ecological Decisions of Users of Single-Family Houses in Poland in the Field of Energy Generation by Łukasz Kuźmiński, Joanna Dynowska, Rafał Nagaj, Sergiy Kozmenko, Tomasz Norek, Marcin Rabe, Andrzej Gawlik, Katarzyna Widera

“…The results showed that the determinants of the ecological nature of such energy decisions are primarily the age of the house users and their level of education. …”
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Beyond labels: determining the true type of blood gas samples in ICU patients through supervised machine learning by Johan Helleberg, Anna Sundelin, Johan Mårtensson, Olav Rooyackers, Ragnar Thobaben

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Factors Influencing Decision-Making Preferences Among Patients with Inflammatory Bowel Disease: A Cross-Sectional Study in China by Wang Y, Zhang S, Fang W, Yao Y, Yu Q, Zhao X, Zhang X

“…Yizhen Wang,1,2,* Shijing Zhang,1,2,* Wenjuan Fang,2 Yanli Yao,1 Qun Yu,1 Xia Zhao,1 Xinqiong Zhang1 1School of Nursing, Anhui Medical University, Hefei, Anhui, People’s Republic of China; 2Department of Gastroenterology, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, People’s Republic of China*These authors contributed equally to this workCorrespondence: Xinqiong Zhang, School of Nursing, Anhui Medical University, Hefei, Anhui, People’s Republic of China, 230032, Email hixqzhang@163.comPurpose: This study aimed to evaluate the current status and the discrepancies between anticipated and actual involvement in decision-making roles among patients with inflammatory bowel disease, as well as to explore the factors that influenced actual decision-making participation.Patients and Methods: From December 2023 to June 2024, a convenience sampling method was employed to recruit patients with inflammatory bowel disease from the Department of Gastroenterology at a tertiary hospital in Anhui, China. …”
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Neighborhood Disadvantage and Genetic Testing Use Among a Nationally Representative Sample of US Adults by Jemar R. Bather, Melody S. Goodman, Kimberly A. Kaphingst

“…Introduction: Genetic testing helps individuals with disease management, family planning, and medical decision-making. Identifying individual-level factors related to the use of genetic services is essential but may only partially explain differential genetic service usage. …”
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Application of machine learning in forensic geochemistry using presalt oil samples from the Santos basin by Gil Marcio Avelino Silva, Fernando Pellon de Miranda, Jarbas Vicente Poley Guzzo, Wagner Leonel Bastos, Ygor Rocha, Igor Viegas Alves Fernandes de Souza, Italo Oliveira Matias, Sarah Barron Torres, Francisco Fabio de Araujo Ponte

“…A dataset comprising 2200 presalt oil samples and 75 attributes from the Santos Basin underwent preprocessing and exploratory analysis, resulting in 2137 samples and 62 predictive attributes. …”
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Longitudinal predictors of alcohol use and problems during the COVID-19 pandemic in an at-risk veteran sample by Angela J. Zaur, Dongho Shin, Jasmine Lewis, Robert A. Perera, William C. Walker, Amma Agyemang, Tara Austin, Cooper Hodges, Sarah L. Martindale, Mary Jo Pugh, Ananda B. Amstadter, Christina M. Sheerin

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Actively Open-Minded Thinking About Evidence (AOT-E) Scale: Adaptation and Evidence of Validity in a Brazilian Sample by Andressa Bonafé-Pontes, Rafael Costa Bastos, Ronaldo Pilati

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A domain-based framework for cognitive profile identification in Parkinson’s disease across diverse samples by Elvira Andújar-Castillo, Carla Carrillo-Molina, Fernando Alonso, Fernando Alonso, Clara Villanueva-Iza, Clara Villanueva-Iza, Gustavo Fernández-Pajarín, Gustavo Fernández-Pajarín, Angel Sesar, Angel Sesar, Isabel Jiménez-Martín, Isabel Jiménez-Martín, Juan Francisco Martín-Rodriguez, Juan Francisco Martín-Rodriguez, Juan Francisco Martín-Rodriguez, Maria Jesús Lama, Pablo Mir, Pablo Mir, Pablo Mir, Elena Perez-Hernandez, Cristina Nombela Otero

“…By enabling methodological consistency, this approach provides a robust framework for advancing the understanding of cognitive dysfunctions in PD and improving clinical decision-making.…”
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Investigation of Poverty Perception Levels of Working Retirees in Terms of Various Variables: Samsun Province Sample by Seçil Duran, Gülsüm Çamur

“…Findings indicate that the insufficiency of retirement incomes (63.8%) and economic crises (83%) play a decisive role in retirees' decisions to re-enter the workforce. …”
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Thermally Responsive Alkane Partitions and a Magnetofluidic Assay for Point-of-Sample Detection of Viruses in Wastewater by Miso Na, David J. Boegner, Micaela L. Everitt, Ian M. White

“…We have recently reported the development of thermally responsive alkane partitions (TRAPs) for automated magnetofluidic assays, enabling sample-to-answer point-of-care detection of viruses in complex samples. …”
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Construction of equivalent DFN model based on screening of main control fracture scale of coal samples by Ding LANG, Zixin ZHANG, Yongping WU, Yang YU, Jiandong YU, Xiaobo WU, Yao ZHANG

“…The meso-mechanical parameters of the numerical model of coal samples were determined, and the fracture scale levels, which play an important role in controlling the mechanical behaviour of coal samples, were further investigated step by step. …”
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Analytical assessment of metagenomic workflows for pathogen detection with NIST RM 8376 and two sample matrices by Jason G. Kralj, Stephanie L. Servetas, Samuel P. Forry, Monique E. Hunter, Jennifer N. Dootz, Scott A. Jackson

“…Spike-ins allow developers to generate fit-for-purpose control samples for initial workflow assessments and inform decisions about further development. …”
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Mediating Role Of Brand Image In Digital Marketing And E-WOM On Islamic Bank Customer Decisions by Farah Esti Maulidia, Mufti Alam Adha, Rofiul Wahyudi

“…By distributing questionnaires, 100 respondent data was found and analyzed using SPSS version 26. The sampling techniques used by the author were the snowball sampling technique and nonprobability sampling. …”
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The Role of Product Quality and Price in Shaping Consumer Purchasing Decisions at Harvest Chicken Express Glenmore by Muhammad Sholehuddin, Shinta Setiadevi

“…The research method uses a quantitative approach with a survey method with a sample of 40 people. Sampling technique with non-probability sampling technique and incidental sampling approach Multiple linear regression analysis techniques, multiple determination coefficients, F and t-tests,  validity test, reliability test, and classic assumption test (normality test, multicollinearity, and heteroscedasticity) Tests were carried out with the IBM SPSS Statistics 25 software analysis tool. …”
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Intelligent anti-jamming decision algorithm of bivariate frequency hopping pattern based on ET-PPO by Yibo CHEN, Zhijin ZHAO

“…In order to further improve its anti-interference ability in complex electromagnetic environment, a PPO algorithm based on weighted importance sampling and eligibility traces (ET-PPO) was proposed.On the basis of the traditional frequency hopping pattern, time-varying parameters were introduced, and the bivariate frequency hopping pattern decision problem was modeled as a Markov decision problem through the construction of the state-action-reward triple.Aiming at the high variance problem of the sample update method of an actor network of the PPO algorithm, weighted importance sampling was introduced to reduce the variance, and the action selection strategy of Beta distribution was used to enhance the stability of the learning stage.Aiming at the problem of slow convergence speed of the evaluator network, the eligibility trace method was introduced, which better balanced the convergence speed and the global optimal solution.The algorithm comparison simulation results in different electromagnetic interference environments show that ET-PPO has better adaptability and stability, and has better performance against obstruction interference and sweep frequency interference.…”
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THE INFLUENCE OF PRODUCT DIVERSITY AND STORE LOCATION ON PURCHASE DECISIONS OF CONSUMERS AT VIERA OLEH-OLEH PEKANBARU by Cindy Dwi Rahmadani, Lie Othman

“… Purchasing decisions play a crucial role in the marketing concept. …”
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