Public–private partnership in pipelining science of acute care ecosystem: Insights from Taiwan's Presidential Hackathon by Chao‐Wen Chen, Yung‐Sung Yeh, Ta‐Chien Chan, Yi‐Syuan Wu

“…This disorganization undermined collaboration and response efficiency. Methods Taiwan's Presidential Hackathon introduced an innovative approach to improving the trauma system by integrating digital pipeline science through public–private partnerships (PPPs). …”
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Research on Mobile Agent Path Planning Based on Deep Reinforcement Learning by Shengwei Jin, Xizheng Zhang, Ying Hu, Ruoyuan Liu, Qing Wang, Haihua He, Junyu Liao, Lijing Zeng

“…For mobile agent path planning, traditional path planning algorithms frequently induce abrupt variations in path curvature and steering angles, increasing the risk of lateral tire slippage and undermining operational safety. Concurrently, conventional reinforcement learning methods struggle to converge rapidly, leading to an insufficient efficiency in planning to meet the demand for energy economy. …”
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Quantum State Estimation for Real-Time Battery Health Monitoring in Photovoltaic Storage Systems by Dawei Wang, Liyong Wang, Baoqun Zhang, Chang Liu, Yongliang Zhao, Shanna Luo, Jun Feng

“…The growing deployment of photovoltaic (PV) and energy storage systems (ESSs) in power grids has amplified concerns over component degradation, which undermines efficiency, increases costs, and shortens system lifespan. …”
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AI meets academia: the fire model's vision for enhanced learning by Nancy Mohamed Afifi

“…AI's capacity to generate complex written outputs poses significant challenges to traditional evaluation methods and potentially undermines the development of critical thinking. …”
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Educational Stress and Artificial Intelligence Tools: A Study of International Students’ Experiences in Spanish Higher Education by Aida Mehrad, Mohammad Hossein Tahriri Zangeneh, Meriem Bouzedif, Neema George Rweramila

“…Employing quantitative methods, the research investigates students’ experiences with AI-powered educational technologies. …”
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Rethinking the potential of urban agriculture as a climate resilience strategy: Evidence from Accra, Ghana by Gideon Baffoe, Philip Antwi-Agyei

“…We employ a mixed-methods approach, drawing on stakeholder interviews, document analysis, and policy reviews to provide empirical insights while guided by resilience theory and the political ecology framework as analytical lenses. …”
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AS-TBR: An Intrusion Detection Model for Smart Grid Advanced Metering Infrastructure by Hao Ma, Yifan Fan, Yiying Zhang

“…A significant challenge in AMI traffic data is the severe class imbalance, where existing methods tend to favor majority class samples while neglecting the detection of minority class attacks, thereby undermining the overall reliability of the detection system. …”
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Impact of artificial intelligence in transforming the doctor–cancer patient relationship by P.-E. Heudel, H. Crochet, J.-Y. Blay

“…Materials and methods: This article synthesizes empirical studies and expert opinions to offer a comprehensive understanding of AI’s current role in oncology. …”
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A Comprehensive Review of MI-HFE and IPHFE Cryptosystems: Advances in Internal Perturbations for Post-Quantum Security by Yong Wang, Lingyue Li, Ying Zhou, Huili Zhang

“…The advent of fully operational quantum computers could enable the execution of Shor’s algorithm, which efficiently factors large integers and undermines the security of RSA and other cryptographic systems reliant on discrete logarithms. …”
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Navigating the Water–Energy Nexus: A Mathematical Approach by Moses Kayanda Kiteto, Cleophas Achisa Mecha

“…This has significantly undermined the efficiency of the plants as these surveys often miss out on complex interactions, lack robust predictive power and fail to account for dynamic temporal changes. …”
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Generative AI in Higher Education: Balancing Innovation and Integrity by Nigel J. Francis, Sue Jones, David P. Smith

“…This paper argues that while GenAI can provide substantial benefits in terms of automation and efficiency, its integration must be managed with care to avoid undermining the authenticity of student work and exacerbating existing inequalities. …”
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Key Issues and Prospects for Low-Carbon Operation and Scheduling of the New Power System from an Electricity-Carbon Coupling Perspective by ZHAO Junhua, BAI Yan, WANG Zhidong

“…Moreover， market simulation methods faced a contradiction between insufficient interpretability and overly stringent assumptions， and the integration of renewable energy units （characterized by near-zero short-term marginal costs） undermined traditional pricing models and complicated multi-period cost allocation.…”
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Optimizing patient autonomy: a discrete choice experiment on preferences and disparities in healthcare provider selection by Gideon Leibner, Shuli Brammli-Greenberg

“…Future research should focus on strategies that better address the diverse needs and preferences of the population, ultimately enhancing healthcare system efficiency and equity.…”
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A critical analysis of public private partnership model in energy from waste projects by Junaid Tahir, Mark Atkinson, Zhigang Tian, Mohamad Kassem, Rafiq Ahmad, Pablo Martinez

“…Governments and investors are increasingly questioning their fiscal efficiency and overall benefit to taxpayers. Despite these concerns, studies investigating whether PFI provides value of money of PFI in EfW are lacking. …”
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The impact of scaling up cervical cancer screening and treatment services among women living with HIV in Kenya: a modelling study by Timothy B Hallett, Hugo de Vuyst, Pablo Noel Perez-Guzman, Michael Hoonbae Chung, Shona Dalal, Kennedy K Mutai, Karanja Muthoni, Bartilol Kigen, Nduku Kilonzo, Mikaela Smit

“…Yearly rescreening with either option will impose a substantial burden on the health system, which could be reduced by spacing out frequency to three yearly without undermining health gains.Conclusions Beyond the specific choice of technologies to scale up, efficiently using available options will drive programmatic success. …”
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Decentralized biobanking platform for organoid research networks by Marielle Gross, Marielle Gross, Ananya Dewan, Mario Macis, Mario Macis, Eve Budd, M. Eifler, Olayinka Odeniran, Jeff Kahn, Jeff Kahn, Jeff Kahn, Robert Clell Miller, Robert Clell Miller, William Sanchez

“…IntroductionOrganoids are living, patient-derived tumor models that are revolutionizing precision medicine and drug development, however current privacy practices strip identifiers, thereby undermining ethics, efficiency, and effectiveness for patients and research enterprises alike. …”
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Decentralized Biobanking Apps for Patient Tracking of Biospecimen Research: Real-World Usability and Feasibility Study by William Sanchez, Ananya Dewan, Eve Budd, M Eifler, Robert C Miller, Jeffery Kahn, Mario Macis, Marielle Gross

“… BackgroundBiobank privacy policies strip patient identifiers from donated specimens, undermining transparency, utility, and value for patients, scientists, and society. …”
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Path and Practice of Gap Management in National Parks: A Comparison Between China and the US and Inspirations Therefrom by Yun MA, Siyuan HE

“…Additionally, China may learn from the institutional tools used in the US for managing gaps on federal lands, and select and combine these tools to increase the efficiency and effectiveness of national park protection.…”
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