Global remapping emerges as the mechanism for renewal of context-dependent behavior in a reinforcement learning model by David Kappel, Sen Cheng

“…Remapping is facilitated by memory replay of experiences during training.DiscussionOur results show that integrated codes that jointly represent spatial and task-relevant contextual variables are the mechanism underlying renewal in a simulated DQN agent.…”
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Minimizing the Trends of Plagiarism among Prospective Special Education Teachers: A Way Forward towards Academic Integrity by Kashif Iqbal, Samina Ashraf, Humaira Bano, Salim Razı

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Ethical challenges in nursing studies: A scoping review by Fatemeh Karjalian, Maryam Heydarzadeh, Fereshteh Davoodi

“…Managers of health and nursing professionals need to identify ethical challenges and conduct workshops and training courses. Increasing nurses' awareness of ethical issues and emphasizing adherence to ethical codes in nursing studies can help reduce ethical challenges and obstacles in the field.…”
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Cue: A Fast and Flexible Photoionization Emulator for Modeling Nebular Emission Powered by Almost Any Ionizing Source by Yijia Li, Joel Leja, Benjamin D. Johnson, Sandro Tacchella, Rebecca Davies, Sirio Belli, Minjung Park, Razieh Emami

“…Unlike typical nebular models used to interpret extragalactic nebular emission, our model does not require a specific ionizing spectrum as a source, instead approximating the ionizing spectrum with a four-part piecewise power law. We train a neural net emulator based on the CLOUDY photoionization modeling code and make self-consistent nebular continuum and line emission predictions. …”
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Replicating associative learning of rodents with a neuromorphic robot in an open-field arena by Tianze Liu, Kang Jun Bai, Hongyu An

“…We constructed a neuromorphic robot by deploying computational models of spatial and sensory neurons onto a mobile platform. Different coding schemes—rate coding for vibration signals and population coding for visual signals—were implemented. …”
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Identification of Patients With Congestive Heart Failure From the Electronic Health Records of Two Hospitals: Retrospective Study by Daniel Sumsion, Elijah Davis, Marta Fernandes, Ruoqi Wei, Rebecca Milde, Jet Malou Veltink, Wan-Yee Kong, Yiwen Xiong, Samvrit Rao, Tara Westover, Lydia Petersen, Niels Turley, Arjun Singh, Stephanie Buss, Shibani Mukerji, Sahar Zafar, Sudeshna Das, Valdery Moura Junior, Manohar Ghanta, Aditya Gupta, Jennifer Kim, Katie Stone, Emmanuel Mignot, Dennis Hwang, Lynn Marie Trotti, Gari D Clifford, Umakanth Katwa, Robert Thomas, M Brandon Westover, Haoqi Sun

“…Claims databases (using International Classification of Diseases [ICD] codes) provide a scalable alternative but are less accurate. …”
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Multi-view fusion network with test time augmentation for cardiac image segmentation and ejection fraction estimation by Waqas Anwaar, Van Manh, Wufeng Xue, Dong Ni

“…To support reproducibility and future research, our code is publicly available at: https://github.com/waqasanwaar/MV-XNet.…”
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Barreras, facilitadores y estrategias que influyen en la participación femenina en juntas directivas de federaciones deportivas chilenas (Barriers, facilitators and strategies tha... by Gerard Foppiano-Vilo, Carlos Matus-Castillo, Miguel Cornejo-Améstica

“…The analysis was carried out through categories of analysis and coding using Atlas. Ti. The barriers identified are associated with family situations such as caring for family members. …”
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Integrating Mental Health Services Into Perinatal Care: Challenges and Opportunities by Feyissa GT, Pouget ER, Kitila SB, Terfa YB, Wong T

“…The existing bottlenecks against the service integration can be tackled by training health professionals, community sensitization, and advocacy and generating evidence that leads to the development of evidence-based implementation tools and health service delivery models tailored to local needs. …”
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Tecnologías inmersivas y atención a la diversidad territorial en Educación Física (Immersive technologies and attention to territorial diversity in Physical Education) by Yanet Amanda Maquera-Maquera, Erika Olivera Condori, Luz Yohana Bermejo Gonzales, Saúl Bermejo-Paredes

“…A central paradox among Physical Education (PE) teachers consists of how to manage training processes, integrating digital transformation according to needs and teaching-learning contexts. …”
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Educación en el Catatumbo: desempeño docente y contexto by Claudia Toloza-Martínez, Gustavo Villamizar Suárez, Maritza Carolina Jaimes-Márquez, Laura Nataly Galvis-Velandia

“…The statements reveal emerging codes related to Psychological Competencies, General Competencies, and Specific Competencies. …”
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Brazilian guidelines for the application of transcranial ultrasound as a diagnostic test for the confirmation of brain death by Marcos C. Lange, Viviane H. F. Zétola, Maramélia Miranda-Alves, Carla H. C. Moro, Carlos E. Silvado, Daniela L. G. Rodrigues, Edilene Guiotti di Gregorio, Gisele S. Silva, Jamary Oliveira-Filho, Marco T. A. Perdatella, Octávio M. Pontes-Neto, Soraia R. C. Fábio, Wagner M. Avelar, Gabriel R. de Freitas

“…Neurosonological studies, specifically transcranial Doppler (TCD) and transcranial color-coded duplex (TCCD), have high level of specificity and sensitivity and they are used as complementary tests for the diagnosis of brain death (BD). …”
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The Motivational Aspects of Meaningful Work among Iranian EFL Faculty Members by Shahlal Roshani Ghaleh Sheikhi, Ali Mohammadi, Houshang Yazdani

“…Data analysis involved open coding, axial coding, and selective coding, complemented by constant comparison to derive insights. …”
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Perspectives of secondary school teachers on the strengths and limitations of digital mathematics textbooks: an exploratory research in China by Tommy Tanu Wijaya, Yiming Cao, Xiaoyu Xiao, Imam Fitri Rahmadi, Yunpeng Gong

“…An exploratory analysis by semi-structured interviews was implemented with the participation of five secondary school teachers who attended training and used digital mathematics textbooks. Thematic analysis was conducted, and coding was used as the basic analytic strategy. …”
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Disaster warning messages: challenges and opportunities based on Brazil's experience by Murilo Noli da Fonseca, Luciene Pimentel da Silva

“…The Warning Response Model was used for coding. The analysis reveals that only 1.83 % of the 73,701 messages analyzed were complete; that is, they contain all the elements to be effective (source, hazard, location, guidance and time). …”
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Development of Defense Education-Research Diplomacy of the Command University and Headquarters of the Islamic Republic of Iran Army by Mehdi Ouria

“…Therefore, 81 questionnaires, designed using the Likert scale, were distributed, and the data were analyzed using Smart PLS software.Findings: Based on the analysis of the codes extracted by the experts, three main categories were identified and classified: 1. …”
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The classroom as a laboratory for historical thinking: a pedagogical approach to analyzing past and society by Marcos Parada-Ulloa, Carmen Burgos-Videla

“…Through content analysis, relevant texts were selected and coded from various academic databases, prioritizing theoretical coherence with the study’s objective. …”
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Discharge against Medical Advice at a Teaching Hospital in Ghana by Surazu Bayor, Albert Kojo Korsah

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Cultural intelligence and inclusive leadership in a diverse IT sector: a framework for effective collaboration by Камрун Нахар, Омар Фарук, Захир Райхан

“…Regression analysis, interview topic coding, and SEM support this finding.  This study merges theory and practice to fill multicultural team management gaps.  …”
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Prediction of the Residual Compressive Strength of Rice Husk Ash Concrete after Exposure to Elevated Temperatures Using XGBoost Machine Learning Algorithm by Elvis Ang'ang'o, Silvester Abuodha, Siphila Mumenya

“…SHAP values were used for feature importance analysis. Coding was done in Python using Jupyter Notebook. …”
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