Mixture of Experts for Depression and Anxiety Disorder Prediction From Textual and Non-Textual Social Media Data by Wesley Ramos Dos Santos, Ivandre Paraboni, Elton Hiroshi Matsushima, Camila Azevedo Da Silva, Emily Samara De Moura Meira, Joao Victor Rodrigues Ferreira Guimaraes, Julia Da Silva Lins, Laura Enham De Azeredo, Luiz Guilherme Cerqueira Nunes, Vittoria Thiengo Silveira Moreira Rego

“…Based on these observations, the present work introduces a number of computational models for the prediction of depression and anxiety disorder using large language models (LLM) to handle noisy, context-free social media data. …”
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Non-target screening and priority assessment of organic pollutants in tropical island watershed water by Zhongyuan Gao, Shiyi Zhang, Chengzhong Fu, Jun Xiang, Guanli Ma, Yulan Xiong, Langqin Gao, Huadong Zhang, Shengli Wang, Bin Tang, Ling Mo, Licheng Wang, Jing Zheng

“…Using an integrated Toxicological Priority Index (ToxPi), we further prioritized 29 substances of elevated concern (ToxPi > 4.41, i.e., Mean + SD), such as stearic acid, tretinoin, and ethyl myristate, based on their detection frequency, relative abundance, bioconversion half-life, bioconcentrating factor, bioaccumulation factor, and predicted no-effect concentrations (PNECs).This study presents one of the first systematic applications of HRMS-based non-target screening combined with machine learning (NMF) and semi-quantitative risk scoring (ToxPi) in a tropical island river system. …”
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Diabetic foot ulcer photography study: a study within a trial to assess the reliability of two-dimensional (2D) photography for the assessment of ulcer healing in patients with dia... by Elizabeth McGinnis, Linda D Sharples, E Andrea Nelson, Jane Nixon, Myka Ransom, Frances Game, Howard Collier, David Russell, Sarah Tess Brown, Lucy Askew, Rachael Mary Gilberts, Michael Backhouse, Phil Faulks, Colin Charles Everett

“…Results will be disseminated via publications in scientific journals and conference presentations.Trial registration number MIDFUT (ISRCTN64926597) and CODIFI2 (ISRCTN74929588).…”
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Monitoring and Mapping a Decade of Regenerative Agricultural Practices Across the Contiguous United States by Matthew O. Jones, Gleyce Figueiredo, Stephanie Howson, Ana Toro, Soren Rundquist, Gregory Garner, Facundo Della Nave, Grace Delgado, Zhuang-Fang Yi, Priscilla Ahn, Samuel Jonathan Barrett, Marie Bader, Derek Rollend, Thaïs Bendixen, Jeff Albrecht, Kangogo Sogomo, Zam Zam Musse, John Shriver

“…Satellite remote sensing enables monitoring of regenerative agriculture practices, such as crop rotation, cover cropping, and conservation tillage to allow tracking and quantification at unprecedented scales. The Monitor system presented here capitalizes on the scope and scale of these data by integrating crop identification, cover cropping, and tillage intensity estimations annually at field scales across the contiguous United States (CONUS) from 2014 to 2023. …”
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Integrated multiomics analysis identifies PHLDA1+ fibroblasts as prognostic biomarkers and mediators of biological functions in pancreatic cancer by Rui Wang, Rui Wang, Guan-Hua Qin, Guan-Hua Qin, Yifei Jiang, Fu-Xiang Chen, Fu-Xiang Chen, Zi-Han Wang, Zi-Han Wang, Lin-Ling Ju, Lin Chen, Da Fu, En-Yu Liu, Su-Qing Zhang, Wei-Hua Cai

“…Pan-cancer analysis further supported PHLDA1’s prognostic and immunomodulatory significance across multiple tumor types.ConclusionOur study presents a novel 7-gene prognostic model that significantly enhances risk stratification in PC and identifies PHLDA1+ CAFs as promising prognostic biomarkers and therapeutic targets. …”
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Training for Sustainable and Healthy Building for 2050 Part 2: Incorporation of New Knowledge and Dissemination for the Sustainability of the Trans-European Training Experience by Susana Lucas, Maria K. Koukou, Joanna Aleksiejuk-Gawron, Júlia Justino, Silviano Rafael, Antonios D. Livieratos, Nelson Carriço, John Konstantaras, Michail Gr. Vrachopoulos, Luís Coelho, Anna Chiara Benedetti, Cecilia Mazzoli, Annarita Ferrante, Rossano Scoccia, Jacopo Famiglietti, Tomasz Bakoń, Pavlos Tourou

“…This paper presents the innovative key knowledge breakthroughs achieved as one of the results of the BUILD2050 Erasmus+ project, focused on its contribution to advancing climate-resilient building engineering education and practice. …”
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Mapping the Evidence on Compassion Skills in Applied Behavior Analysis: Protocol for Scoping Review by Daniele Nunes Longhi Aleixo, Daiton Junior Martins de Souza, Stela Regina Pedroso Vilela Torres de Carvalho, Marcia Regina Furlani, Cíntia Canato Martins, Emerson Roberto dos Santos, João Daniel de Souza Menezes, Matheus Querino da Silva, Sônia Maria Maciel Lopes, Marcos Sanches Rodrigues, Natalia Almeida de Arnaldo Silva Rodriguez Castro, Helena Landim Gonçalves Cristóvão, Josimerci Ittavo Lamana Faria, Vânia Maria Sabadoto Brienze, Alba Regina de Abreu Lima, Patrícia da Silva Fucuta, Denise Cristina Móz Vaz Oliani, Neide Aparecida Micelli Domingos, Maria Cristina Oliveira Santos Miyazaki, Gerardo Maria de Araújo Filho, Júlio César André

“… BackgroundApplied behavior analysis (ABA) is a scientific approach that applies principles of learning and motivation to assess, design, implement, and evaluate social and environmental modifications to produce meaningful changes in human behavior. …”
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Investigating dimensions of instructor trust using the words of undergraduate STEM students by Kathy Zhang, Julia C. Gill, Tong Zhang, Lia Crowley, Juliette Bennie, Henry Wagner, Melanie Bauer, David Hanauer, Xinnian Chen, Mark J. Graham

“…Our findings align with recent calls to both closely examine long-held assumptions of trust dimensionality and to develop context-specific trust measurements. The work presented here can inform the development of a reliable measure of student trust within undergraduate STEM student environments and ultimately improve our understanding of how instructors can best leverage the effectiveness of EBTs for positive student learning outcomes.…”
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Longitudinal exploration of cancer-related cognitive impairment in patients with newly diagnosed aggressive lymphoma: protocol for a feasibility study by Vincent Dore, Christopher C Rowe, Meinir Krishnasamy, Haryana Dhillon, Adam K Walker, Karla Gough, Priscilla Gates, Carlene Wilson, Eliza Hawkes, Yuliya Perchyonok, Janette L Vardy, Michiel de Ruiter

“…Peer reviewed publications and conference presentations will report the findings of this novel study.Trial registration number Australian New Zealand Clinical Trials Registry (ACTRN12619001649101).…”
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Evaluating a train-the-trainer approach for implementing obstetric life support in diverse healthcare contexts throughout Arizona: a mixed methods protocol by Shayna D. Cunningham, Rogie Royce Carandang, Laurie S. Wood, Marcia Barry, Peggy Baker, Makayla Murphy, Cheryl K. Roth, Les R. Becker, Brook Thomson, Vincent Mosesso, Jacqueline Vidosh, John Phelps, Benjamin Sutton, James J. Grady, Kristen Annis-Brayne, Andrea Shields

“…A Steering Committee comprising local, regional, and national stakeholders provides guidance and oversight for all study activities. To promote rapid learning, two consecutive OBLS implementation and evaluation cycles will be conducted, with the second cycle incorporating feedback and lessons learned from the first. …”
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Patient and public involvement in international research: Perspectives of a team of researchers from six countries on collaborating with people with lived experiences of dementia a... by Shirin Vellani, Marie‐Lee Yous, Vanessa Maradiaga Rivas, Stephanie Lucchese, Julia Kruizinga, Tamara Sussman, Julia Abelson, Noori Akhtar‐Danesh, Gina Bravo, Kevin Brazil, Rebecca Ganann, Sharon Kaasalainen

“…Learning from world leaders and those with lived experiences in various regions can be insightful and help share tools and resources. …”
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O adolescente que cumpre medida socioeducativa: ser-aí-com no cotidiano e possibilidades para a enfermagem [Adolescents under semi-freedom social-educative measure: being-there-wit... by Dilce Rejane Peres do Carmo, Stela Maris de Mello Padoin, Cristiane Cardoso de Paula, Ivis Emília de Oliveira Souza

“…Nursing can improve care given at the Foundation and construct a positive existential project, preventing recidivism in the social education system.   RESUMEN El presente trabajo tuvo como objetivo comprender el cotidiano del ser-adolescente que cumple medida socioedu­cativa de semilibertad. …”
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Hacia una Universidad más inclusiva: Estudio de caso en los estudios de Ciencias de la Actividad Física y el Deporte (Towards a more inclusive University: A case study in Physical... by Ingrid Hinojosa-Alcalde, Maria Jose Montilla, Rafael Tarragó

“…Keywords: social inclusion; physical activity; social justice; service-learning. …”
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MOIRA-UNIMORE Bearing Data Set for Independent Cart Systems by Abdul Jabbar, Marco Cocconcelli, Gianluca D’Elia, Davide Borghi, Luca Capelli, Jacopo Cavalaglio Camargo Molano, Matteo Strozzi, Riccardo Rubini

“…Independent cart systems present unique challenges such as non-synchronous operation, speed reversals, and modularity, with each cart containing multiple bearings. …”
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O Curso Superior de Cultura Pedagógica (1928-1930) como estratégia de formação de professores e difusão da escola ativa nas escolas capixabas by Rosianny Campos Berto, Regina Helena Silva Simões

“…The sources used include messages from the government, reports of the Department for Education, the compendium Pedagogia científica (Scientific Pedagogy) by Pedro Deodato de Moraes (director of CSCP), the book Cooperação e extensão cultural (Cultural Cooperation and Extension), which is the final project presented by Garcia de Rezende (Vivacqua's advisor and student of CSCP), and articles published in the local press. …”
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Predictive Modelling of nephrotoxicity from vancomycin and piperacillin-tazobactam (VPT) combination and vancomycin as monotherapy: an artificial intelligence (AI) Approach by Dr Winnie Lee, Mr William J Bolton, Mr Richard C Wilson, Professor Pantelis Georgiou, Professor Alison H Holmes, Dr Nina Zhu, Dr Timothy M Rawson

“…Introduction: The concomitant use of vancomycin with β-lactam antibiotics, such as piperacillin-tazobactam, presents a clinical challenge due to the heightened risk of acute kidney injury (AKI). …”
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Formación inicial de maestros de educación física: conectando un quehacer pedagógico decolonial con la intervención social, política e insurgente del espacio público (Pre-service t... by Alberto Moreno-Doña, Sergio Toro Arévalo, Fernando Gómez-Gonzalvo

“…By doing so, they are discrediting pedagogical proposals presented from the margins, as the European colonial logic dehumanizes people living in these regions due to the existing power relations in the North-South axis. …”
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Cognitive processes in small-sided games (Procesos cognitivos en pequeños juegos) by Marcelo Couto Jorge Rodrigues, Lucas Savassi Figueiredo, Claudio Andre Barbosa de Lira, Lorenzo Laporta, Gustavo De Conti Teixeira Costa

“…Accordingly, it is crucial to understand how to develop the cognitive processes to optimize teaching-learning processes and increase sports performance. …”
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Research on monitoring and early warning systems for mine water: Progress and prospects by Shangxian YIN, Yingying DING, Huiqing LIAN, Donglin DONG, Tong DU, Huichao YIN, Peng ZHAO, Yi’an ZHANG, Xiong WANG

“…This overall development direction includes seven specific directions: constructing a comprehensive index system, optimizing the layout of the perception system, total-factor joint monitoring of multiple disasters, establishing geological-hydrological models + deep learning-based prediction models, setting early warning rules and factor thresholds, real-time and advance warning, and image monitoring and big data processing. …”
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Scenario forecasting for students’ professional future by V. S. Tretyakova

“…The solution of the tasks facing vocational education is seen in a new architecture of education, the main tool of which is construction of clear trajectory of learning and development. Such a trajectory is implemented in professional future scenarios, which represent forecasting student’s activity unfolding in time and space. …”
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