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What is and how do we achieve a resilient digital democracy? 什么是有弹性的数字民主,我们如何实现它?
Pub Date : 2025-12-12 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.21988.1
Christian Fuchs

This paper develops a new concept and framework for understanding resilient digital democracy in an age defined by polarisation, cascading crises, and the global rise of digital authoritarianism. It begins by tracing the concept of resilience from systems theory to social and political life, showing that resilience in democracy is not a mechanical property of systems but a dynamic, human-driven practice grounded in agency, resistance, and collective self-determination. The paper argues that with emerging challenges in the digital sphere, such as misinformation, surveillance capitalism, platform monopolies, deepfakes, and hybrid warfare, democracy can only endure if its digital dimensions are protected and transformed. Building on this foundation, the paper introduces a holistic approach to resilient digital democracy that spans environmental, technological, economic, political, and cultural domains, and advances strategies such as public-commons digital infrastructures, platform co-operatives, public service Internet platforms, free/libre open source software (FLOSS), participatory innovations, and hybrid offline/online democratic practices. The result is a fresh, interdisciplinary vision of how democracy can be reinvented in the digital age.

本文提出了一个新的概念和框架,以理解在一个由两极分化、级联危机和数字威权主义的全球崛起所定义的时代中有弹性的数字民主。它首先从系统理论到社会和政治生活追溯弹性的概念,表明民主中的弹性不是系统的机械特性,而是基于代理,抵抗和集体自决的动态,人为驱动的实践。该论文认为,随着数字领域出现的挑战,如错误信息、监控资本主义、平台垄断、深度伪造和混合战争,民主只有在其数字维度得到保护和改造的情况下才能持续下去。在此基础上,本文介绍了一种跨越环境、技术、经济、政治和文化领域的弹性数字民主的整体方法,并提出了诸如公共公共数字基础设施、平台合作社、公共服务互联网平台、免费/自由开源软件(FLOSS)、参与式创新和离线/在线混合民主实践等战略。其结果是一个关于如何在数字时代重塑民主的全新的、跨学科的愿景。
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引用次数: 0
Unmasking metabolic disruptors: The NEMESIS project's quest for Novel Biomarkers, Evidence on Adverse Effects, and Efficient Methodologies. 揭开代谢干扰物的面纱:NEMESIS项目对新型生物标志物、不良影响证据和有效方法的追求。
Pub Date : 2025-12-09 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.18439.2
Henriikka Hakomäki, Sini Pitkänen, Anna-Liisa Levonen, Paavo Honkakoski, Dario Greco, Nicoletta D'Alessandro, Laura Aliisa Saarimäki, Susana Viegas, Cristina Godinho, Nanna Fyhrquist, Emma Wincent, Volker M Lauschke, Janne Hukkanen, Jukka Hakkola, Ludovic Vallier, Vittorio Fortino, Antreas Afantitis, Toshiaki Sawatani, Tereso J Guzman, Miriam Cnop, Tim Nawrot, Sophia Harlid, Marie-Therese Vinnars, Adonina Tardon, Joan O Grimalt, Jenni Küblbeck, Jaana Rysä

Metabolism disrupting chemicals (MDCs) elicit negative effects on metabolically active organs such as the liver and the pancreas, altering normal metabolic processes. Chemicals that are known, or suspected MDCs include compounds found in everyday consumer products and food, making low-dose, continuous exposure inevitable for humans. Through the discovery of chemically induced metabolic disruption, a concern has surfaced whether and how MDCs impact human health and the development of metabolic diseases. This has accelerated research around the topic, and it has been found that exposure to MDCs is linked to increased incidence of metabolic diseases including obesity and liver steatosis. Effective regulatory action is hindered by the lack of accurate methods to identify MDCs. The NEMESIS project addresses this regulatory gap by investigating the mechanisms through which MDCs cause metabolic disruption. The project aims at identifying novel biomarkers of exposure and link exposure to disease outcomes. As chemical toxicity testing is rapidly moving towards new approach methodologies (NAMs), NEMESIS promotes non-animal methodologies by employing state-of-the-art in vitro methods, epidemiological data, systems biology approaches, and seeks to replace mammalian in vivo experiments with alternative models. By understanding mechanisms of MDC-induced metabolic health effects, and through the development of reliable effect biomarkers and testing strategies, the NEMESIS project aims to facilitate more effective regulatory measures to improve and protect the health and well-being of EU citizens. The project is particularly focused on maximizing its impact through effective dissemination and communication efforts, to ensure that the project's message and results reach a broad audience and are tailored to different population groups. These actions will improve the risk assessment of MDCs and ensure that the EU citizens are informed and protected from the harmful effects of MDCs and can adapt their consumer patterns and behaviors to prevent exposure.

代谢干扰化学物质(MDCs)对代谢活跃的器官(如肝脏和胰腺)产生负面影响,改变正常的代谢过程。已知的或被怀疑为MDCs的化学物质包括在日常消费品和食品中发现的化合物,使人类不可避免地持续接触低剂量的MDCs。通过发现化学诱导的代谢紊乱,人们开始关注MDCs是否以及如何影响人类健康和代谢性疾病的发展。这加速了围绕这一主题的研究,并且已经发现,接触MDCs与代谢疾病(包括肥胖和肝脏脂肪变性)的发病率增加有关。由于缺乏准确的方法来确定MDCs,妨碍了有效的监管行动。NEMESIS项目通过研究mdc导致代谢中断的机制来解决这一监管缺口。该项目旨在确定暴露的新生物标志物,并将暴露与疾病结果联系起来。随着化学毒性测试迅速转向新的方法方法(NAMs), NEMESIS通过采用最先进的体外方法、流行病学数据、系统生物学方法来推广非动物方法,并寻求用替代模型取代哺乳动物体内实验。通过了解mdc诱导的代谢健康效应的机制,并通过开发可靠的效应生物标志物和测试策略,NEMESIS项目旨在促进更有效的监管措施,以改善和保护欧盟公民的健康和福祉。该项目特别注重通过有效的传播和沟通努力,最大限度地扩大其影响,以确保项目的信息和成果达到广泛的受众,并适合不同的人口群体。这些行动将改进对低发展中国家的风险评估,确保欧盟公民了解和保护其免受低发展中国家的有害影响,并能够调整其消费模式和行为以防止接触。
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引用次数: 0
How the First Medical Imaging Cancer Atlas EUCAIM Was Populated: The Experience of a Reference Hospital. 首个医学影像癌症图谱EUCAIM是如何编制的:一家参考医院的经验。
Pub Date : 2025-12-08 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.21016.3
Ana Penadés Blasco, Leonor Cerdá Alberich, Ana de Marco García, Carina Soler Pons, Irene Marín Radoszynski, Ricard Martínez, Damián Segrelles-Quilis, Ignacio Blanquer, Luis Martí-Bonmatí

The fragmentation and decentralization of medical data, including radiological imaging, continue to challenge large-scale observational research across Europe. Artificial Intelligence (AI) applied to big datasets is transforming diagnosis and treatments towards precision medicine across many diseases, yet the lack of findable, accessible, and interoperable datasets still limits model development, validation, and final clinical translation. The European Federation for Cancer Images (EUCAIM) project was launched in 2023 to address these challenges by establishing a secure centralized and federated infrastructure for the secondary use of large-scale oncological imaging and related clinical data. By consolidating fragmented datasets, EUCAIM lays the groundwork for harmonized data governance and trusted cross-border sharing. Implementing a robust documentation framework is essential to ensure regulatory compliance, safeguard data integrity, and support secure data flows across institutional and national boundaries, fully aligned with European regulations and ethical standards. EUCAIM builds on the AI for Health Imaging (AI4HI) initiative (Predictive In-silico Multiscale Analytics to support cancer personalized diagnosis and prognosis, empowered by imaging biomarkers - PRIMAGE, Accelerating the lab to market transition of AI tools for cancer management - CHAIMELEON, Novel pan-European imaging platform for artificial intelligence advances in oncology - EuCanImage, An AI Platform integrating imaging data and models, supporting precision care through prostate cancer's continuum - ProCancer-I, A multimodal AI-based toolbox and an interoperable health imaging repository for the empowerment of imaging analysis related to the diagnosis, prediction and follow-up of cancer - INCISIVE and integrates over 94 partners and more than 180 stakeholders spanning medical imaging, high performance computing, data standardization, innovation, and legal compliance. This large collaborative ecosystem reinforces EUCAIM's role as a reference for General Data Protection Regulation (GDPR) and European Health Data Space Regulation (EHDSR) adherence. This publication presents the real-world experience of integrating imaging and clinical data from a reference university hospital into the EUCAIM infrastructure. It outlines the procedural, ethical, and legal challenges encountered, and details the strategies implemented to ensure compliance with data protection regulations, including privacy, security, and ethical standards. These insights offer a practical framework for future large-scale oncological imaging datasets harmonization and AI development, contributing to scalable, reproducible, and legally compliant research that strengthens Europe's capacity for trustworthy AI-driven oncology solutions.

包括放射成像在内的医疗数据的碎片化和分散化继续给整个欧洲的大规模观察研究带来挑战。应用于大数据集的人工智能(AI)正在将许多疾病的诊断和治疗转变为精准医疗,但缺乏可查找、可访问和可互操作的数据集仍然限制了模型的开发、验证和最终的临床翻译。欧洲癌症影像联合会(EUCAIM)项目于2023年启动,旨在通过建立一个安全的集中式联合基础设施,用于大规模肿瘤影像和相关临床数据的二次使用,来应对这些挑战。通过整合分散的数据集,EUCAIM为统一的数据治理和可信的跨境共享奠定了基础。实施强大的文档框架对于确保法规遵从性、保护数据完整性以及支持跨机构和国家边界的安全数据流至关重要,并且完全符合欧洲法规和道德标准。EUCAIM建立在AI for Health Imaging (AI4HI)倡议(PRIMAGE、chaieleon、EuCanImage、ProCancer-I、INCISIVE)的基础上,整合了超过94个合作伙伴和180多个利益相关者,涉及医疗成像、高性能计算、数据标准化、创新和法律合规。这个大型协作生态系统加强了EUCAIM作为通用数据保护条例(GDPR)和欧洲健康数据空间条例(EHDSR)遵守参考的作用。本出版物介绍了将参考大学医院的成像和临床数据整合到EUCAIM基础设施中的实际经验。它概述了遇到的程序、道德和法律挑战,并详细介绍了为确保遵守数据保护法规(包括隐私、安全和道德标准)而实施的策略。这些见解为未来大规模肿瘤成像数据集的协调和人工智能开发提供了一个实用框架,有助于可扩展、可重复和合法合规的研究,从而加强欧洲可靠的人工智能驱动肿瘤解决方案的能力。
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引用次数: 0
Living Labs as catalysts for experiential learning in law enforcement training: Insights from the TENACITy project. 生活实验室作为执法培训中体验式学习的催化剂:来自TENACITy项目的见解。
Pub Date : 2025-12-05 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.21573.1
Konstantinos Margaros, Christiana Aposkiti

Background: Living Labs have become established in European research as environments for user-centered innovation and co-creation. Yet, their potential as pedagogical infrastructures remains underexplored. This study investigates how Living Labs can foster experiential learning within EU-funded security research, focusing on the Horizon Europe project TENACITy, which integrates Living Labs into law enforcement training, offering a unique opportunity to examine how such settings can enhance adult and professional learning.

Methods: A qualitative research design was applied, combining semi-structured interviews with officers from Passenger Information Units (PIUs) who participated in Living Lab sessions and document analysis of project materials, including Deliverable D4.1 Training Methodology and Curricula. Thematic analysis was used to identify patterns in participants' accounts, interpreted through the theoretical lenses of experiential learning, andragogy, transformative learning and communities of practice.

Results: Five interrelated dimensions of learning were identified: (1) active engagement and concrete experience, (2) processing and dialoguing, (3) linking experience to theory and practice, (4) testing and applying new knowledge and (5) preparation, support, and learning conditions. These dimensions demonstrate how Living Labs operationalize Kolb's experiential learning cycle, embody Knowles' principles of self-directed and problem-centered learning, align with Illeris' holistic model integrating cognitive, emotional, and social dimensions, and reflect Wenger's emphasis on collective meaning-making. Limitations included tool immaturity, reliance on synthetic datasets, and uneven facilitation.

Conclusions: Living Labs represent hybrid ecosystems that combine innovation and learning. When intentionally designed and pedagogically facilitated, they can strengthen professional capacity building by linking technological development with authentic, reflective, and collaborative learning. The findings suggest that Living Labs should be embedded as integral, sustained components of training in EU-funded research projects, reinforcing the reciprocal relationship between innovation and education.

背景:作为以用户为中心的创新和共同创造的环境,生活实验室已经在欧洲的研究中建立起来。然而,它们作为教学基础设施的潜力仍未得到充分开发。本研究调查了Living Labs如何在欧盟资助的安全研究中促进体验式学习,重点关注地平线欧洲项目TENACITy,该项目将Living Labs整合到执法培训中,提供了一个独特的机会来研究这种设置如何提高成人和专业学习。方法:采用定性研究设计,结合与参加生活实验室会议的乘客信息单位(piu)官员的半结构化访谈和项目材料的文件分析,包括可交付的D4.1培训方法和课程。主题分析用于识别参与者的描述模式,并通过体验学习、性学、变革学习和实践社区的理论视角进行解释。结果:确定了五个相互关联的学习维度:(1)积极参与和具体经验;(2)处理和对话;(3)将经验与理论和实践联系起来;(4)测试和应用新知识;(5)准备、支持和学习条件。这些维度展示了Living Labs如何运作科尔布的体验式学习周期,体现了诺尔斯的自我导向和以问题为中心的学习原则,与伊勒里斯整合认知、情感和社会维度的整体模型相一致,并反映了温格对集体意义创造的强调。限制包括工具不成熟,对合成数据集的依赖,以及不均匀的简化。结论:Living Labs代表了结合创新和学习的混合生态系统。当有意设计并在教学上加以促进时,它们可以通过将技术发展与真实、反思和协作学习联系起来,从而加强专业能力建设。研究结果表明,生活实验室应该作为欧盟资助的研究项目培训中不可或缺的、持续的组成部分,加强创新与教育之间的互惠关系。
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引用次数: 0
Immunomodulatory effect of Moringa oleifera and Phyllanthus niruri extracts on anti-HBV cytokine production by human peripheral blood mononuclear cells. 辣木和余甘子提取物对人外周血单个核细胞产生抗hbv细胞因子的免疫调节作用。
Pub Date : 2025-12-04 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.20378.3
Bright Asare, Philip Selorm Segbefia, Rawdat Awuku-Larbi, Diana Asema Asandem, Theophilus Brenko, Lutterodt Bentum-Ennin, Frank Osei, Doreen Teye-Adjei, Georgina Agyekum, Linda Akuffo, Bethel Kwansa-Bentum, Kwadwo Asamoah Kusi

Background: Chronic hepatitis B (HBV) infection is a leading cause of cirrhosis and liver cancer globally. The current approved drugs for chronic HBV management include pegylated interferons and nucleoside analogs but these have limited efficacies and some adverse side effects. There is an urgent need to find safer and more effective antivirals for chronic HBV management. This study aimed to evaluate the in vitro immunostimulatory properties of the aqueous and ethanolic leaf extracts of the plants Moringa oleifera and Phyllanthus niruri on human peripheral blood mononuclear cells (PBMCs) from chronic HBV-infected persons yet to commence therapy and HBV-negative persons.

Methods: Plant extracts were freeze-dried and stock solutions prepared for phytochemical analysis. Extracts were used to stimulate cultured PBMCs from HBV-infected and HBV-negative persons and the levels of selected cytokines in culture supernatants measured by a multiplexed Luminex assay. The MTT assay was used to assess extract cytotoxicity.

Results: Aqueous and ethanol extracts of both plants were not cytotoxic but rather increased cell metabolic activity. The extracts induced the release of IL-6, IL-1β, IFN-γ, IL-10, TNF-α and IFN-α in PBMCs from both healthy individuals and chronic HBV patients, but cytokine levels were in most instances significantly higher in PBMCs from healthy individuals compared to HBV infected persons and may be related to the reduced immune responsiveness associated with chronic HBV infection. The reduced responsiveness of immune cells from chronic HBV-infected persons to stimulation may explain viral persistence and development of the chronic state. Overall, leaf extracts from both plants were safe and stimulated the release of HBV replication-limiting cytokines and may be important for chronic HBV management.

Conclusions: These findings lay the foundation for the potential integration of these extracts into HBV management strategies and provide promising data for future therapeutic development aimed at improving immune responses in chronic HBV patients.

背景:慢性乙型肝炎(HBV)感染是全球肝硬化和肝癌的主要原因。目前批准的慢性HBV治疗药物包括聚乙二醇化干扰素和核苷类似物,但这些药物的疗效有限,而且有一些不良副作用。目前迫切需要找到更安全、更有效的治疗慢性乙肝病毒的抗病毒药物。本研究旨在探讨辣木和毛茛叶水提液和乙醇提液对未开始治疗的慢性乙肝病毒感染者和乙肝病毒阴性患者外周血单个核细胞的体外免疫刺激作用。方法:将植物提取物冷冻干燥,制备原液进行植物化学分析。提取物用于刺激来自hbv感染者和hbv阴性者的培养pbmc,并通过多路Luminex检测培养上清中选定细胞因子的水平。采用MTT法评价提取物的细胞毒性。结果:两种植物的水提物和乙醇提物均无细胞毒性,但能增加细胞代谢活性。这些提取物诱导健康个体和慢性HBV患者外周血中IL-6、IL-1β、IFN-γ、IL-10、TNF-α和IFN-α的释放,但在大多数情况下,健康个体外周血中的细胞因子水平明显高于HBV感染者,这可能与慢性HBV感染相关的免疫反应性降低有关。慢性hbv感染者免疫细胞对刺激的反应性降低可能解释了病毒的持续存在和慢性状态的发展。总的来说,这两种植物的叶提取物是安全的,并刺激HBV复制限制细胞因子的释放,可能对慢性HBV管理很重要。结论:这些发现为将这些提取物整合到HBV管理策略中奠定了基础,并为未来旨在改善慢性HBV患者免疫应答的治疗开发提供了有希望的数据。
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引用次数: 0
The Ditch and the House. Construction Energetics in Early 7th-century BC Megara Hyblaia: A Preliminary Study. 《壕沟和房子》公元前7世纪早期Megara Hyblaia的建筑能量学初步研究。
Pub Date : 2025-12-03 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.20518.2
Frédéric Mège, Eleonora Delpozzo

Background: Megara Hyblaia, a Greek colony founded in the third quarter of the 8th century BC on Sicily's eastern coast, exemplifies early Western Greek urbanism. By the early 7th century BC, Megara had likely reached its maximum intramural size of approximately 60 hectares. This study focuses on that formative phase to evaluate whether the community possessed the resources to undertake two key construction projects: the first city fortification and residential expansion. Methods: Archaeological evidence shows that residential structures spread across the Southern Plateau and toward the Archaic West Gate by the early 7th century BC. This urban spread correlates with the construction of the city's earliest defensive structure, an "agger-wall". The article investigates the feasibility of these projects using two case studies: the agger-wall and the house on plot 113W4. Using data from stratigraphic excavation, 3D modelling, Building Information Modelling (BIM), and architectural energetics, the study estimates construction time and labour requirements. Results The aforementioned methods allowed us to estimate the construction of the agger-wall defence line at 11478 p-d (person-day) and the building of the house on plot 113W4 at 187-196 p-d. These figures then need to be put into perspective with an estimated population of 404-538 individuals in the first quarter of the 7th century BC, of whom roughly half are considered fit for construction work and available for it for five to six months per year. Conclusions: In evaluating the feasibility of early construction projects at Megara Hyblaia, findings suggest that the second-generation population could have built both the fortifications and sufficient housing within a year, without disrupting agriculture or essential tasks. Thus, 7th-century BC inhabitants likely had sufficient workforce for fortifications and housing. This study also highlights the promise and limitations of BIM tools in reconstructing ancient architecture and informing future digital heritage research.

背景:Megara Hyblaia是公元前8世纪第三季度在西西里岛东部海岸建立的希腊殖民地,是早期西希腊城市主义的典范。到公元前7世纪早期,麦加拉的内部面积可能达到了大约60公顷的最大值。本研究聚焦于这一形成阶段,以评估社区是否拥有资源来进行两个重点建设项目:第一个城市防御和住宅扩建。方法:考古证据表明,公元前7世纪早期,居住建筑遍布南高原并向古西门方向发展。这种城市扩张与城市最早的防御结构——“艾格墙”的建造有关。本文以113W4地块的agger-wall和住宅为例,探讨了这些项目的可行性。利用地层挖掘、3D建模、建筑信息模型(BIM)和建筑能量学的数据,该研究估计了施工时间和劳动力需求。结果通过上述方法,我们估算出在11478 p-d(人-d)和在113W4地块上建造房屋在187-196 p-d。这些数字需要与公元前7世纪前25年估计的404-538人的人口相比较,其中大约一半的人被认为适合从事建筑工作,每年有五到六个月的时间可以从事建筑工作。结论:在评估Megara Hyblaia早期建设项目的可行性时,研究结果表明,第二代人口可以在一年内建造防御工事和足够的住房,而不会干扰农业或其他基本任务。因此,公元前7世纪的居民可能有足够的劳动力来建造防御工事和房屋。本研究还强调了BIM工具在重建古建筑和为未来的数字遗产研究提供信息方面的前景和局限性。
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引用次数: 0
Overview of the ESCAPE Dark Matter Test Science Project for astronomers. 天文学家ESCAPE暗物质测试科学项目概述。
Pub Date : 2025-12-02 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.21610.2
James Pearson, Hugh Dickinson, Sukanya Sinha, Stephen Serjeant

The search for dark matter has been ongoing for decades within both astrophysics and particle physics. Both fields have employed different approaches and conceived a variety of methods for constraining the properties of dark matter, but have done so in relative isolation of one another. From an astronomer's perspective, it can be challenging to interpret the results of dark matter particle physics experiments and how these results apply to astrophysical scales. Over the past few years, the ESCAPE Dark Matter Test Science Project has been developing tools to aid the particle physics community in constraining dark matter properties; however, ESCAPE itself also aims to foster collaborations between research disciplines. This is especially important in the search for dark matter, as while particle physics is concerned with detecting the particles themselves, all of the evidence for its existence lies solely within astrophysics and cosmology. Here, we present a short review of the progress made by the Dark Matter Test Science Project and their applications to existing experiments, with a view towards how this project can foster complementary with astrophysical observations.

在天体物理学和粒子物理学领域,对暗物质的研究已经持续了几十年。这两个领域都采用了不同的方法,并设想了各种方法来限制暗物质的性质,但都是在相对孤立的情况下完成的。从天文学家的角度来看,解释暗物质粒子物理实验的结果以及如何将这些结果应用于天体物理尺度是具有挑战性的。在过去的几年里,ESCAPE暗物质测试科学项目一直在开发工具,以帮助粒子物理学界限制暗物质的性质;然而,ESCAPE本身也旨在促进研究学科之间的合作。这在寻找暗物质中尤为重要,因为粒子物理学关注的是探测粒子本身,而它存在的所有证据都只存在于天体物理学和宇宙学中。在这里,我们简要回顾了暗物质测试科学项目的进展及其在现有实验中的应用,并展望了该项目如何促进与天体物理观测的补充。
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引用次数: 0
Development and comparative analysis of machine learning algorithms for predictive atmospheric corrosion modeling. 用于预测大气腐蚀模型的机器学习算法的开发和比较分析。
Pub Date : 2025-12-02 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.19770.2
Jose Manuel Perales Fernández, María López Abelairas, Arturo Sánchez-Ramos, Lila Otero-Gonzalez

Background: Industrial content and infrastructure are in constant danger from atmospheric corrosion, which affects economies globally. However, there is a lack of a consistent set of comprehensive data that completely surrounds the range of this problem in diverse climate and locations. The purpose of the research is to evaluate the factors that contribute to atmospheric corrosion and its diverse effects on materials in various environments.

Methods: By creating a comprehensive dataset by collecting and standardizing corrosion data from diverse environments and geographic regions and initially analyzing the data, it helped indicate the main parameters affecting corrosion. This guided the selection of future features for further modeling. Several machine learning algorithms were tested, such as linear regression, decisions tree, neural network, and, most especially, promising methods, for their corrosion rate prediction capabilities. These models were assessed based on their prediction's accuracy, and computational efficiency, with special attention to refining their performance through detailed feature engineering and hyperparameter adjustment.

Results: Upon evaluating the performance of conventional predictive models, the research indicated that the machine learning approaches, especially with random forests methods of dress, were excellent in predicting corrosion rates, significantly improved upon these capabilities. By analyzing various machine learning approaches, it became clear that it was important to enhance their accuracy by selecting the best features and customizing them.

Conclusions: This work represents a significant advancement in the predictive modeling of atmospheric corrosion. It highlights the invaluable role of machine learning in this field. By integrating varied data sets and applying sophisticated machine learning techniques, it has established a foundation for ongoing research and the practical application of corrosion management strategies. The exceptional performance of ensemble methods, like random forests, signals their potential to improve prediction capabilities and guide more effective corrosion prevention measures.

背景:工业内容和基础设施不断受到大气腐蚀的威胁,这影响着全球经济。然而,缺乏一套一致的全面数据,可以完全围绕这一问题在不同气候和地点的范围。本研究的目的是评估大气腐蚀的影响因素及其在不同环境下对材料的不同影响。方法:通过收集和标准化来自不同环境和地理区域的腐蚀数据,并对数据进行初步分析,建立一个综合数据集,帮助指出影响腐蚀的主要参数。这指导了为进一步建模选择未来的特征。测试了几种机器学习算法,如线性回归、决策树、神经网络,以及最有前途的腐蚀速率预测方法。这些模型是根据其预测的准确性和计算效率来评估的,特别注意通过详细的特征工程和超参数调整来改进它们的性能。结果:在评估传统预测模型的性能后,研究表明,机器学习方法,特别是随机森林方法,在预测腐蚀速率方面表现出色,显著提高了这些能力。通过分析各种机器学习方法,很明显,通过选择最佳特征并定制它们来提高它们的准确性非常重要。结论:这项工作代表了大气腐蚀预测建模的重大进展。它突出了机器学习在这一领域的宝贵作用。通过整合各种数据集和应用复杂的机器学习技术,它为腐蚀管理策略的持续研究和实际应用奠定了基础。集合方法(如随机森林)的卓越性能表明它们有潜力提高预测能力并指导更有效的防腐蚀措施。
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引用次数: 0
Digitalisation of the public sector in Thailand - Insights into Thailand's public sector digitalisation strategy. 泰国公共部门的数字化——泰国公共部门数字化战略的见解。
Pub Date : 2025-12-02 eCollection Date: 2025-01-01 DOI: 10.12688/openreseurope.19868.2
Anetta Caplanova, Estera Szakadatova

Background: As Southeast Asia embraces digital technology, governments use it to make public services more efficient and accessible. This study explores Thailand's digitalization efforts, focusing on how government agencies implement e-government services to improve services and reduce costs.

Methods: Using survey data from 288 representatives across central and regional government institutions, the research identifies key focus areas of Thailand's digital strategy and evaluates its effectiveness through factor and descriptive analysis.

Results: The results show that digital tools are widely used in such sectors as defence, environmental protection, healthcare, and education. The results show that in Thailand, the digital tools contribute to enhancing service delivery, reduce administrative burden, and improve transparency. However, the results show that the financial benefits are frequently underassessed during project planning and evaluation. Only a small number of agencies report to systematically measure the financial returns of ICT projects, despite their long-term potential to strengthen public finances. Challenges to effective digital transformation include uneven digital literacy, low service maturity and limited data integration across agencies. Moreover, concerns about data security and access disparities between urban and rural populations pose further challenges.

Discussion/conclusions: Thailand's case demonstrates that digitalization can drive both efficiency and inclusivity, but its success depends on coordinated implementation, robust evaluation and targeted efforts to improve digital skills among citizens and public sector employees.

背景:随着东南亚拥抱数字技术,各国政府利用数字技术提高公共服务的效率和可及性。本研究探讨泰国的数位化工作,重点关注政府机构如何实施电子政务服务,以改善服务和降低成本。方法:利用来自中央和地区政府机构288名代表的调查数据,研究确定了泰国数字战略的重点领域,并通过因素和描述性分析评估其有效性。结果:结果表明,数字化工具广泛应用于国防、环保、医疗和教育等领域。结果表明,在泰国,数字工具有助于加强服务提供,减轻行政负担,提高透明度。然而,结果表明,在项目规划和评估过程中,经济效益往往被低估。尽管信通技术项目具有加强公共财政的长期潜力,但只有少数机构报告系统地衡量了项目的财务回报。有效数字化转型面临的挑战包括数字素养参差不齐、服务成熟度低以及跨机构数据整合有限。此外,对数据安全和城乡人口访问差异的担忧构成了进一步的挑战。讨论/结论:泰国的案例表明,数字化可以提高效率和包容性,但其成功取决于协调实施、强有力的评估和有针对性的努力,以提高公民和公共部门雇员的数字技能。
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引用次数: 0
Living archival practice and the choreographical navigations: Encounters and approaches with other-than-human persons. 活生生的档案实践和编排导航:与非人类的相遇和接触。
Pub Date : 2025-11-29 eCollection Date: 2024-01-01 DOI: 10.12688/openreseurope.17447.2
Shuntaro Yoshida, Alex Viteri Arturo, Catalina Fernandez, Maharu Maeno, Jun Yamaguchi

This article delves into the collaborative work of the interspecies dance collective, Mapped to the Closest Address (MaCA), focusing on MaCA's living archival practice and exploration of choreography with other-than-human persons. Through encounters with various species and environments, MaCA seeks to shift anthropocentric perspectives, interrogate its orientation towards modernity and coloniality, and question its understanding/administration/entanglement/devotion of, with, and to nature. The collective's journey, from a digital residency during the COVID-19 pandemic to site research, installations, and performance at the Echigo-Tsumari Art Triennale 2022, is documented and analyzed. The collective's collaborative process involves relinquishing control to allow for the emergence of disobedient movements and the exploration of choreography from the perspective of other-than-human perspectives. This practice includes encounters with kudzu vines and mountains, weaving their movements and patterns into performances and installations. The authors discusses the immersive performance Turn Off the House Lights, in which MaCA integrates stories from local communities with gestures inspired by the landscape. Through the collective's living archival practice, MaCA aims to transmit a collective memory of intra-actions among organisms and environments. and highlight the intra-connectedness of humans and the other creatures of the Earth. The article reflects on the significance of choreography beyond human-centric notions, emphasizing the emergent forms of ecological performance and the dissolution of boundaries between human and non-human realms. Drawing on interdisciplinary perspectives including dance, visual art, and theatre, MaCA's work exemplifies an intra-disciplinary approach to expressing the choreography of other-than-human persons. This approach not only presents audiences with immersive experiences but also responds to the future ecosystem through artistic exploration. Ultimately, MaCA's living archival practices contribute to awareness of the collective lives of other-than-human persons and offer insights into navigating the collective's enmeshment with the natural world.

本文深入探讨了跨物种舞蹈团体 "映射到最接近的地址"(MaCA)的合作工作,重点是我们的生活档案实践以及与其他非人类编舞的探索。通过与不同物种和环境的接触,MaCA 试图转变人类中心主义的视角,质疑人类对现代性和殖民性的定位,并质疑人类对自然、与自然和对自然的理解/管理/纠缠/奉献。从 COVID-19 大流行期间的数字驻留,到 2022 年 Echigo-Tsumari 艺术三年展上的现场研究、装置和表演,本报告记录并分析了该集体的历程。该集体的合作过程包括放弃控制,以允许出现不听话的动作,并从非人类的角度探索编舞。这包括与葛藤和山脉的邂逅,将它们的动作和模式编织进表演和装置中。文章讨论了身临其境的表演 "关闭屋内灯光",在这个表演中,MaCA 将当地社区的故事与从景观中获得灵感的手势融为一体。通过我们的活档案实践,MaCA 旨在传递生物与环境之间互动的集体记忆,并强调人类与地球上其他生物的相互联系。文章反思了超越以人为中心的编舞概念的意义,强调了生态表演的新兴形式以及人类与非人类领域之间界限的消解。MaCA 的作品从舞蹈、视觉艺术和戏剧等跨学科的角度出发,以跨学科的方式表达了非人类的编舞。这种方法不仅为观众带来了身临其境的体验,还通过艺术探索对未来的生态系统做出了回应。最终,MaCA 的活档案实践有助于人们认识非人类的集体生活,并为我们与自然世界的融合提供启示。
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引用次数: 0
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