“…We also discuss that scientific and technological advances (e.g., in weather data, omics, digital solutions, sensing devices, data science) still need to be fully harnessed, not only for modelling plant–pathogen interaction but also to develop novel, integrated, and robust predictive systems and related applied technologies. …”
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“…Helmsley Charitable Trust Kenneth Croitoru is the recipient of the Canada Research Chair in Inflammatory Bowel Diseases The International Organization for the Study of Inflammatory Bowel Diseases (IOIBD) Jingcheng Shao is the recipient of a Data Science Institute Summer Undergraduate Data Science award DISCLOSURE OF INTEREST: None Declared…”
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“…One of the strengths of the on-premise model for research institutions is the integration of cloud storage and file sharing services with other services available on site: Data Analysis Services, Cloud Infrastructure Service Stacks for Data Science, Collaborative Environments and so on. CERN is at the leading forefront of CS3 with many services such as EOS, CERNBox, SWAN, CVMFS but also services developed by other groups at CERN which are well established in the landscape of our laboratory. …”
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“…The HEP community is not alone in this challenge: the data science industry developed solutions that we can learn from and adapt to HEP-specific problems.…”
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“…This supports multiple distributed application workflows: data science environments, collaborative editing and data transfer services. …”
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“…All this is made possible via an evolution towards a “python-based” framework, that enables the usage of a set of open-source technologies largely adopted in both cloud-native and data-science environments. In addition, a “single sign on”-like experience is available thanks to the standards-based integration of INDIGO-IAM with all the tools. …”
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“…This supports multiple distributed application workflows: data science environments, collaborative editing and data transfer services.In this paper, we present the architecture of ScienceMesh and the technical design of its reference implementation, a platform that allows organizations to join the federated service infrastructure easily and to access application services outof-the-box. …”
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“…In particular, we will focus on one hand on common practices for online data reduction and selection and how they can profit from techniques, new and old, which are nowadays ubiquitous in other fields of data science. On the other, we will discuss how we can make use of the massive amount of data at different resolution to preemptively identify interesting features, thus enabling an entirely new approach to data reduction based on real-time indexing of these features. …”
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“…This allows clinical researchers, epidemiologists, and clinicians to have easy access to COVID-19 data without requiring expert knowledge in computing or data science. We expect that users will be able to reference our examples to construct their own integrative analysis methods, which will act as a basis for further scientific inquiry and data searching.…”
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“…This unifying mathematical framework allows us to easily design simple algorithms to solve several inverse problems in imaging and data science, with a particular focus on cultural heritage and medical imaging.…”
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“…The National Health Insurance Database and Death Registration Files from the Center for Health and Welfare Data Science Center were connected to birth data for this study. …”
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“…Our research, employing high-resolution immunofluorescence and data science approaches together with confirmatory molecular analysis, has identified that the 5′-cap-dependent protein translation regulatory complex eIF4F is a key factor in the development of HS and is responsible for regulating follicular hyperproliferation. …”
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“…The model-development process takes advantage of current machine learning and data-analysis techniques, as well as efficient hyperparameter-tuning methods, within a high-performance computing-enabled data science platform. The lightweight models developed through this process present comparable accuracy to the original simulator (per-parameter R(2) > 0.90). …”
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“…High-impact sports may potentially create severe injuries or deaths to athletes: thus, there is a strong faith in the application of wearable sensor data and data science to also enhance jockeys' safety vest performance.…”
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“…This review presents a detailed comparison of each to enrich our understanding of these open datasets for data science and AI research in perioperative medicine.…”
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“…Through thematic analysis and qualitative evaluation of these studies, several key findings emerged: (a) a lack of a structured theoretical framework for player styles based on their positions within the team formation, (b) absence of studies investigating the influence of contextual variables on player styles, (c) methodological deficiencies observed in the reviewed studies, and (d) disparity in the objectives of sports science and data science studies. By identifying these gaps in the literature and presenting a structured framework for player styles (based on the compilation of all reported styles from the reviewed studies), this review aims to assist team stakeholders and provide guidance for future research endeavors.…”
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“…According to the risk maps created for 2050 and 2070 using two alternative RCPs, there are various regions that will be under risk of this bacterium as a result of rising temperature. Future data science and GIS evaluation of the current results are necessary, especially on a local level.…”
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“…We have applied a data science approach to understand the evolution of the levels of carbon monoxide, nitrogen dioxide, particulate matter 2.5, and particulate matter 10 between August 2021 and July 2022. …”
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“…The promise of artificial intelligence and data science for streamlining and enhancing T2D diagnosis is well-recognized; however, these advancements are frequently constrained by the limited availability of comprehensive patient datasets. …”
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“…Alongside this evolution, data science tools have exploded in popularity over the past two decades due to their myriad of applications when dealing with complex data, their high accuracy, flexible customization, and excellent adaptability. …”
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