A highly annotated drug combination resource for catalyzing precision combinatorial therapy by Tianyi You, Lili Wang, Jianhua Wang, Dongqing Xu, Xinran Xu, Nan Li, Mulin Jun Li, Haitao Wang, Xiaobao Dong

“…Existing drug combination databases only provide response data, such as synergy scores between two drugs, without important contextual information to assist oncologists in matching their patients with these combinations in an evidence-based way. …”
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AI-powered smart emergency services support for 9-1-1 call handlers using textual features and SVM model for digital health optimization by Afraa Attiah, Manal Kalkatawi

“…Due to the large number of daily calls and the hectic routine, there are severe chances that the call handlers can make any mistake or human error during data taking in a high-pressure environment. These mistakes or errors impact 9-1-1 performance in emergencies. …”
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The Effectiveness of Project-Based Learning in Enhancing Social Competence Among Elementary School Students by Muhammad Syahrul Rizal, Nurul Murtadho, Yusuf Hanafi, Rizki Ananda, Mufarizuddin Mufarizuddin

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Character Education through Project-Based Learning: The Implementation of the Pancasila Student Profile and Rahmatan lil Alamin Project in an Islamic Elementary School by Kristi Liani Purwanti, Zuanita Adriyani, Erlina Laily Nur Afifa, Siti Nurhalisa

“…The success of implementation was supported by strategic planning and integration of contextual values, leading to the emergence of a localized model of P5 P2RA suitable for Islamic elementary education. …”
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A multimodal framework for enhancing E-commerce information management using vision transformers and large language models by Anitha Balachandran, Mohammad Masum

“…The visual and textual representations are integrated using an early fusion strategy and compared using cosine similarity, enabling deeper contextual understanding and enhancing the accuracy and relevance of product recommendations in capturing customer intent. …”
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Beyond Bureaucratic Rigidity: A Dynamic Capability Framework for Public Sector Disaster Response by Indra Kristian, Yudiyanto Tri Kurniawan, Thalita Rifda Khaerani, Iwan Pramana, Frederic Kornelius Marbun

“…The research focuses on institutions such as BNPB and BPBD, collecting data through in-depth interviews, field observations, and document analysis using a qualitative case study approach. …”
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Recent Advancements in Latent Thermal Energy Storage and Their Applications for HVAC Systems in Commercial and Residential Buildings in Europe—Analysis of Different EU Countries’ S... by Belayneh Semahegn Ayalew, Rafał Andrzejczyk

“…Empirical data from case studies demonstrate consistent energy savings of 10–30% and peak load reductions of 20–50%, with Mediterranean climates achieving superior cooling load management through paraffin-based PCMs (melting range: 18–28 °C) compared to continental regions. …”
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BANKRUPTCY PREDICTION AND FINANCIAL RISK ASSESSMENT IN EMERGING MARKETS: EVIDENCE FROM NIGERIA by Emmanuel Imuede Oyasor

“…Limitations related to data quality and model scope are acknowledged, with recommendations for integrating machine learning and macroeconomic variables to enhance future predictive frameworks. …”
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Cultural insights into arithmetic sequences: A study of chinese zodiac and its elements by Gusti Ayu Made Arna Putri, Ni Putu Ayu Mirah Mariati, I Ketut Suwija

“…This study not only demonstrates the inherent mathematical reasoning within cultural traditions but also contributes to the broader discourse on mathematics education by integrating cultural contexts into learning. Finally, the results have significant implications for mathematics education, offering an alternative pedagogical approach that enhances students’ engagement and comprehension by contextualizing mathematical concepts within real-life cultural practices.…”
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Localizing climate action in cities: Applying historical ecology to urban climate governance by Christopher C. Graham

“…The findings indicate that city planners and officials are increasingly integrating ecological practices and historical knowledge systems as a means of localizing, customizing, and better contextualizing climate action, particularly focusing on reducing combined risks in highly susceptible communities and urban landscapes. …”
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Water, Health, and Social Technologies: One Million Cisterns Programme Case Study by José Firmino de Sousa Filho, Walisson Angélico de Araújo, Mariana Sebastião, Adalton Fonseca, Raíza Tourinho, Denise Pimenta, Gervásio Santos, Lucas Emanuel, Roberto F. S. Andrade, Gustavo Casais, Gisele Paixão, Andrea Ferreira, Rachel Coelho, Maria Yuri Ichihara, Júlia Pescarini, Joanna M. N. Guimarães, Paulo Victor da Costa, Ismael Silveira, Rafael Silva, Rita Ribeiro, Maurício L. Barreto, On behalf of the SEDHI team

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Predicting car accident severity in Northwest Ethiopia: a machine learning approach leveraging driver, environmental, and road conditions by Abraham Keffale Mengistu, Andualem Enyew Gedefaw, Nebebe Demis Baykemagn, Agmasie Damtew Walle, Tirualem Zeleke Yehuala, Meron Asmamaw Alemayehu, Mengistu Abebe Messelu, Bayou Tilahun Assaye

“…Future work should address data limitations (underreporting, geospatial gaps) and expand model interpretability.…”
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Examining gender as an issue of policy priority: a case study of four Kenyan health policy implementation strategies by Henry Owoko Odero, Doris Kwesiga, Sally Odunga, Damazo T. Kadengye, Sylvia Kiwuwa-Muyingo

“…In the KASF II 2020, strong leadership from organizations such as the National AIDS Control Council (NACC), UNAIDS, and UNDP effectively drove gender integration. These actors successfully advocated for gender-responsive metrics and policies, supported by robust gender-disaggregated data. …”
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Transformation of Character Education Through Implementation of Local Wisdom Values in Madrasah by Firman Sidik, Herson Anwar, Istianah Masruroh Kobandaha

“…This finding also strengthens the understanding that integrating local wisdom values ​​, such as cooperation, can be a contextual and relevant foundation in shaping students' character. …”
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Understanding comfort and health of outpatient workers in hospitals, a mixed-methods study by AnneMarie Eijkelenboom

“…Personal, work, and building-related aspects were included in data collection, because a preliminary literature review identified mutual relations with comfort and health. …”
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Generative Artificial Intelligence-Enabled Facility Layout Design Paradigm by Fuwen Hu, Chun Wang, Xuefei Wu

“…Facility layout design (FLD) is critical for optimizing manufacturing efficiency, yet traditional approaches struggle with complexity, dynamic constraints, and fragmented data integration. This study proposes a generative-AI-enabled facility layout design, a novel paradigm aligning with Industry 4.0, to address these challenges by integrating generative artificial intelligence (AI), semantic models, and data-driven optimization. …”
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Large language models in clinical nutrition: an overview of its applications, capabilities, limitations, and potential future prospects by Jamal Belkhouribchia, Joeri Jan Pen

“…This review provides an overview of their current and potential applications in clinical nutrition, focusing on key technologies including prompt engineering, fine-tuning, retrieval-augmented generation, and multimodal integration. These enhancements increase domain relevance, factual accuracy, and contextual responsiveness, enabling LLMs to deliver more reliable outputs in nutrition-related tasks. …”
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A review of large language models and the recommendation task by Jacob Munson, Thomas Cuezze, Siddat Nesar, Dominique Zosso

“…We detail how these shifting data paradigms have shaped the field and integration of transformer architecture, large language models, and chatbots in modern recommender systems. …”
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LLM-Assisted Ontology Restriction Verification With Clustering-Based Description Generation by Seungyeon Kim, Donghyun Kim, Seokju Hwang, Kyong-Ho Lee, Kyunghwa Lee

“…An ontology is a scheme for structuring relationships between concepts in a domain, promoting data interoperability and system integration. However, poorly designed ontologies can lead to errors and performance issues. …”
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Étudier l’appropriation des TIC à l’école en combinant l’examen des usages et des représentations sociales des utilisateurs. by Emmanuel BÉCHÉ

“…It uses three data collection methods: interview, network of association and direct observation. …”
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