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  • Digital Humanities and Cultural Heritage
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: van Haren, Juliette; van der Hout-van der Jagt, M.B. (Beatrijs); Meijer, Nikki; Monincx, Marlou; +3 Authors

    Abstract Background Research into Artificial Placenta and Artificial Womb (APAW) technology for extremely premature infants (born < 28 weeks of gestation) is currently being conducted in animal studies and shows promising results. Because of the unprecedented nature of a potential treatment and the high-risk and low incidence of occurrence, translation to the human condition is a complex task. Consequently, the obstetric procedure, the act of transferring the infant from the pregnant woman to the APAW system, has not yet been established for human patients. The use of simulation-based user-centered development allows for a safe environment in which protocols and devices can be conceptualized and tested. Our aim is to use participatory design principles in a simulation context, to gain and integrate the user perspectives in the early design phase of a protocol for this novel procedure. Methods Simulation protocols and prototypes were developed using an iterative participatory design approach; usability testing, including general and task-specific feedback, was obtained from participants with clinical expertise from a range of disciplines. The procedure made use of fetal and maternal manikins and included animations and protocol task cards. Results Physical simulation with the active participation of clinicians led to the diffusion of tacit knowledge and an iteratively formed shared understanding of the requirements and values that needed to be implemented in the procedure. At each sequel, participant input was translated into simulation protocols and design adjustments. Conclusion This work demonstrates that simulation-based participatory design can aid in shaping the future of clinical procedure and product development and rehearsing future implementation with healthcare professionals.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Advances in Simulati...arrow_drop_down
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    Advances in Simulation
    Article . 2023
    Data sources: DOAJ
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Advances in Simulati...arrow_drop_down
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      Advances in Simulation
      Article . 2023
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Dan Pollak; Jonathan Giron; Doron Friedman;

    Inceptor is a tool designed for non-expert users to develop social VR scenarios that includes virtual humans. The tool uses a text based interface and natural language processing models as input, and generates complete 3D/VR Unity scenarios as output. The tool is currently based on the Rocketbox asset library. We release the tool as an open source project in order to empower the extended reality research community.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
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    ZENODO
    Conference object . 2023
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    image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
    https://doi.org/10.1109/vrw586...
    Conference object . 2023 . Peer-reviewed
    License: STM Policy #29
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      image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
      https://doi.org/10.1109/vrw586...
      Conference object . 2023 . Peer-reviewed
      License: STM Policy #29
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    Authors: Karsten Hinrichs; Brianna Blevins; Andreas Furchner; Nataraja Sekhar Yadavalli; +3 Authors

    AbstractThe mid‐infrared (mid‐IR) anisotropic optical response of a material probes vibrational fingerprints and absorption bands sensitive to order, structure, and direction‐dependent stimuli. Such anisotropic properties play a fundamental role in catalysis, optoelectronic, photonic, polymer and biomedical research and applications. Infrared dual‐comb polarimetry (IR‐DCP) is introduced as a powerful new spectroscopic method for the analysis of complex dielectric functions and anisotropic samples in the mid‐IR range. IR‐DCP enables novel hyperspectral and time‐resolved applications far beyond the technical possibilities of classical Fourier‐transform IR approaches. The method unravels structure–spectra relations at high spectral bandwidth up to 90 cm−1 and short integration times of 65 μs, with previously unattainable time resolutions for spectral IR polarimetric measurements for potential studies of noncyclic and irreversible processes. The polarimetric capabilities of IR‐DCP are demonstrated by investigating an anisotropic inhomogeneous freestanding nanofiber scaffold for neural tissue applications. Polarization sensitive multi‐angle dual‐comb transmission amplitude and absolute phase measurements (separately for ss‐, pp‐, ps‐, and sp‐polarized light) allow the in‐depth probing of the samples’ orientation‐dependent vibrational absorption properties. Mid‐IR anisotropies can quickly be identified by cross‐polarized IR‐DCP polarimetry.Key points A novel dual‐comb laser‐based technique is established for polarization‐dependent mid‐infrared spectroscopy. Independent measurements of spectral s‐ and p‐polarized transmission amplitudes and phases in the μs range. Visualization of the anisotropy of nanofiber scaffolds as used for neural tissue applications.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Natural Sciencesarrow_drop_down
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    Natural Sciences
    Article . 2023 . Peer-reviewed
    License: CC BY
    Data sources: Crossref
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Natural Sciences
    Article . 2023
    Data sources: DOAJ
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ Natural Sciencesarrow_drop_down
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      Natural Sciences
      Article . 2023 . Peer-reviewed
      License: CC BY
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      Natural Sciences
      Article . 2023
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Jinqi Huang; Alexantrou Serb; Spyros Stathopoulos; Themis Prodromakis;

    Memristors, emerging non-volatile memory devices, have shown promising potential in neuromorphic hardware designs, especially in spiking neural network (SNN) hardware implementation. Memristor-based SNNs have been successfully applied in a wide range of various applications, including image classification and pattern recognition. However, implementing memristor-based SNNs in text classification is still under exploration. One of the main reasons is that training memristor-based SNNs for text classification is costly due to the lack of efficient learning rules and memristor non-idealities. To address these issues and accelerate the research of exploring memristor-based spiking neural networks in text classification applications, we develop a simulation framework with a virtual memristor array using an empirical memristor model. We use this framework to demonstrate a sentiment analysis task in the IMDB movie reviews dataset. We take two approaches to obtain trained spiking neural networks with memristor models: 1) by converting a pre-trained artificial neural network (ANN) to a memristor-based SNN, or 2) by training a memristor-based SNN directly. These two approaches can be applied in two scenarios: offline classification and online training. We achieve the classification accuracy of 85.88% by converting a pre-trained ANN to a memristor-based SNN and 84.86% by training the memristor-based SNN directly, given that the baseline training accuracy of the equivalent ANN is 86.02%. We conclude that it is possible to achieve similar classification accuracy in simulation from ANNs to SNNs and from non-memristive synapses to data-driven memristive synapses. We also investigate how global parameters such as spike train length, the read noise, and the weight updating stop conditions affect the neural networks in both approaches. Comment: 23 pages, 5 figures

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ arXiv.org e-Print Ar...arrow_drop_down
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    arXiv.org e-Print Archive
    Other literature type . Preprint . 2022
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Neuromorphic Computing and Engineering
    Article . 2023 . Peer-reviewed
    License: CC BY
    Data sources: Sygma; Crossref
    https://doi.org/10.48550/arxiv...
    Article . 2022
    License: CC BY
    Data sources: Datacite
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ arXiv.org e-Print Ar...arrow_drop_down
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      arXiv.org e-Print Archive
      Other literature type . Preprint . 2022
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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      Neuromorphic Computing and Engineering
      Article . 2023 . Peer-reviewed
      License: CC BY
      Data sources: Sygma; Crossref
      https://doi.org/10.48550/arxiv...
      Article . 2022
      License: CC BY
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    Authors: Francesca A. Pisu; Daniele Chiriu; Evgenia Klironomou; Giannis Zacharakis; +1 Authors

    Photoacoustic (PA) imaging is a novel, powerful diagnostic technique utilized in different research fields. In particular, during recent years it has found several applications in Cultural Heritage (CH) diagnostics. PA imaging can be realized in transmittance or epi-illumination (reflectance) modes, obtaining variable levels of contrast and spatial resolution. In this work, we confirmed the applicability of the PA technique as a powerful tool for the imaging of one of the most challenging artwork objects, namely fresco wall paints, to obtain precise stratigraphic profiles in different layered fresco samples. In this regard, we studied some multi-layered fragments of the vault of San Giuseppe Church in Cagliari (1870 AD) and some mock-ups realized specifically to test the potentiality of this technique. Due to complex structures of the frescoes, we used the Spatially Off-set Raman Spectroscopy (SORS) technique to provide complementary information. The experimental results were in agreement for both techniques, even for the three-layered complex structure, and were confirmed with Scanning Electron Microscopy (SEM) analysis of cross-sections. The combined use of these two techniques proved useful to investigate detailed hidden information on the fresco samples.

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    Journal of Imaging
    Other literature type . Article . 2023 . Peer-reviewed
    License: CC BY
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    Journal of Imaging
    Article . 2023
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      Journal of Imaging
      Other literature type . Article . 2023 . Peer-reviewed
      License: CC BY
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      Journal of Imaging
      Article . 2023
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    Authors: Gokul Das H; R. Dubey; K. Czerski; M. Kaczmarski; +3 Authors

    A technique for measuring high-energy electrons using Si detectors of various thicknesses that are much smaller than the range of the examined electrons is presented. The advantages of the method are discussed on the basis of electron-positron pair creation recently studied in deuteron-deuteron fusion reactions at very low energies. Careful Geant 4 Monte Carlo simulations enabled the identification of the main spectral contributions of emitted electrons and positrons resulting from the energy loss mechanisms and scattering processes within the target, detector and their holders. Significant changes in the intensity of the detected electrons, depending on the detector thickness and the thicknesses of absorption foils placed in the front of the detector could be observed. The corresponding correction factors have been calculated and can be used for different applications in basic and applied research.

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    Measurement
    Article . 2024 . Peer-reviewed
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    Authors: Margoni, Thomas; Ducuing, Charlotte; Schirru, Luca;

    The Data Act proposal of February 2022 constitutes a central element of a broader and ambitious initiative of the European Commission (EC) to regulate the data economy through the erection of a new general regulatory framework for data and digital markets. The resulting framework may be represented as a model of governance between a pure market-driven model and a fully regulated approach, thereby combining elements that traditionally belong to private law (e.g., property rights, contracts) and public law (e.g., regulatory authorities, limitation of contractual freedom). This article discusses the role of (intellectual) property rights as well as of other forms of rights allocation in data legislation with particular attention to the Data Act proposal. We argue that the proposed Data Act has the potential to play a key role in the way in which data, especially privately held data, may be accessed, used, and shared. Nevertheless, it is only by looking at the whole body of data (and data related) legislation that the broader plan for a data economy can be grasped in its entirety. Additionally, the Data Act proposal may also arguably reveal the elements for a transition from a property-based to a governance-based paradigm in the EU data strategy. Whereas elements of data governance abound, the stickiness of property rights and rhetoric seem however hard to overcome. The resulting regulatory framework, at least for now, is therefore an interesting but not always perfectly coordinated mix of both. Finally, this article suggests that the Data Act Proposal may have missed the chance to properly address the issue of data holders’ power and related information asymmetries, as well as the need for coordination mechanisms.

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    Authors: Joshua J. P. Thompson; Dominik Muth; Sebastian Anhäuser; Daniel Bischof; +3 Authors

    AbstractOrganic semiconductor crystals stand out as an efficient, cheap, and diverse platform for realizing optoelectronic applications. The optical response of these crystals is governed by a rich tapestry of exciton physics. So far, little is known on the phonon‐driven singlet‐exciton dynamics in this class of materials. In this joint theory–experiment work, we combine the fabrication of a high‐quality oligoacene semiconductor crystal and characterization via photoluminescence measurements with a sophisticated approach to the microscopic modeling in these crystals. This allows us to investigate singlet‐exciton optics and dynamics. We predict phonon‐bottleneck effects in pentacene crystals, and find that dark excitons act as crucial phonon‐mediated relaxation scattering channels in both pentacene and tetracene. While the efficient singlet fission in pentacene crystals hampers the experimental observation of this bottleneck effect, we reveal both in theory and experiment a distinct polarization and temperature dependence in absorption and photoluminescence spectra of tetracene crystals, including microscopic origin of exciton linewidths, the activation of the higher Davydov states at large temperatures, and polarization‐dependent quenching of specific exciton resonances. Our joint theory–experiment study represents a significant advance in microscopic understanding of singlet‐exciton optics and dynamics in oligoacene crystals.Key points Compare microscopic modeling to spectroscopic measurements of excitons in oligoacene crystals. Track the singlet‐exciton population and optical spectra following phonon‐mediated relaxation. Predict a phonon‐bottleneck effect in pentacene that is absent in tetracene.

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    Authors: Contreras Ubric, Jorge;

    Esta investigación analiza los proyectos europeos de investigación financiados a través de los programas marco de la Unión Europea, que tienen por temática principal el patrimonio cultural. Pretende por lo tanto entender qué tipo de proyectos se han financiado dentro de la disciplina y cuál ha sido su evolución temática a lo largo del tiempo y para ello, emplea técnicas de análisis de datos y procesamiento de lenguaje natural (NLP) para extraer información de las principales fuentes de información, y procesarla con el fin de aportar luz a la pregunta de investigación: ¿qué temáticas, dentro del ámbito del patrimonio cultural, abordan los proyectos europeos de investigación? Partiendo de el contexto político y legal en el que se financian estos proyectos, el trabajo desarrolla una metodología para identificar, procesar y analizar los datos asociados a los proyectos europeos de investigación sobre patrimonio cultural, metodología que sirve posteriormente para analizar y describir las características y tendencias del conjunto de proyectos. Finaliza la investigación, identificando y describiendo brevemente las políticas actuales que puedan tener una influencia sobre la definición de las temáticas de los proyectos del ámbito del patrimonio cultural en el futuro próximo. This research analyses European research projects funded through the European Union's Framework Programmes, whose main thematic area is cultural heritage. It therefore aims to understand what kind of projects have been funded within the discipline and what their thematic evolution has been over time, using data analysis and natural language processing (NLP) techniques to extract information from the main sources of information and process it in order to shed light on the research question: what themes, within the field of cultural heritage, do European research projects address? Starting from the political and legal context in which these projects are funded, we will develop a methodology to identify, process and analyse the data associated with European cultural heritage research projects, a methodology that will help us to analyse and describe the characteristics and trends of the projects as a whole. We will conclude the research by briefly referencing current policies that may influence the definition of project's topics in the field of cultural heritage in the near future. Universidad de Sevilla. Máster de Arquitectura y Patrimonio Histórico

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    Authors: Francesca Reineri;

    AbstractParahydrogen‐induced polarization is a hyperpolarization method that exploits the spin order of hydrogen enriched in the para‐isomer, by means of a chemical reaction. Recently, its field of application has been extended significantly, through the introduction of non‐hydrogenative PHIP (i. e. SABRE) and of innovative h‐PHIP strategies that allowed to increase the intensity of the MR signals in molecules relevant for biological applications. This Concept article aims to show the potentialities of this hyperpolarization method in the field of diagnostics, through the discussion of some of the reported applications of parahydrogen polarized substrates. A section is also dedicated to the methods that have been introduced for the purification of parahydrogen polarized products, in order to make them suitable for biological studies.

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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: van Haren, Juliette; van der Hout-van der Jagt, M.B. (Beatrijs); Meijer, Nikki; Monincx, Marlou; +3 Authors

    Abstract Background Research into Artificial Placenta and Artificial Womb (APAW) technology for extremely premature infants (born < 28 weeks of gestation) is currently being conducted in animal studies and shows promising results. Because of the unprecedented nature of a potential treatment and the high-risk and low incidence of occurrence, translation to the human condition is a complex task. Consequently, the obstetric procedure, the act of transferring the infant from the pregnant woman to the APAW system, has not yet been established for human patients. The use of simulation-based user-centered development allows for a safe environment in which protocols and devices can be conceptualized and tested. Our aim is to use participatory design principles in a simulation context, to gain and integrate the user perspectives in the early design phase of a protocol for this novel procedure. Methods Simulation protocols and prototypes were developed using an iterative participatory design approach; usability testing, including general and task-specific feedback, was obtained from participants with clinical expertise from a range of disciplines. The procedure made use of fetal and maternal manikins and included animations and protocol task cards. Results Physical simulation with the active participation of clinicians led to the diffusion of tacit knowledge and an iteratively formed shared understanding of the requirements and values that needed to be implemented in the procedure. At each sequel, participant input was translated into simulation protocols and design adjustments. Conclusion This work demonstrates that simulation-based participatory design can aid in shaping the future of clinical procedure and product development and rehearsing future implementation with healthcare professionals.

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    Article . 2023
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    Authors: Dan Pollak; Jonathan Giron; Doron Friedman;

    Inceptor is a tool designed for non-expert users to develop social VR scenarios that includes virtual humans. The tool uses a text based interface and natural language processing models as input, and generates complete 3D/VR Unity scenarios as output. The tool is currently based on the Rocketbox asset library. We release the tool as an open source project in order to empower the extended reality research community.

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    https://doi.org/10.1109/vrw586...
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      https://doi.org/10.1109/vrw586...
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    Authors: Karsten Hinrichs; Brianna Blevins; Andreas Furchner; Nataraja Sekhar Yadavalli; +3 Authors

    AbstractThe mid‐infrared (mid‐IR) anisotropic optical response of a material probes vibrational fingerprints and absorption bands sensitive to order, structure, and direction‐dependent stimuli. Such anisotropic properties play a fundamental role in catalysis, optoelectronic, photonic, polymer and biomedical research and applications. Infrared dual‐comb polarimetry (IR‐DCP) is introduced as a powerful new spectroscopic method for the analysis of complex dielectric functions and anisotropic samples in the mid‐IR range. IR‐DCP enables novel hyperspectral and time‐resolved applications far beyond the technical possibilities of classical Fourier‐transform IR approaches. The method unravels structure–spectra relations at high spectral bandwidth up to 90 cm−1 and short integration times of 65 μs, with previously unattainable time resolutions for spectral IR polarimetric measurements for potential studies of noncyclic and irreversible processes. The polarimetric capabilities of IR‐DCP are demonstrated by investigating an anisotropic inhomogeneous freestanding nanofiber scaffold for neural tissue applications. Polarization sensitive multi‐angle dual‐comb transmission amplitude and absolute phase measurements (separately for ss‐, pp‐, ps‐, and sp‐polarized light) allow the in‐depth probing of the samples’ orientation‐dependent vibrational absorption properties. Mid‐IR anisotropies can quickly be identified by cross‐polarized IR‐DCP polarimetry.Key points A novel dual‐comb laser‐based technique is established for polarization‐dependent mid‐infrared spectroscopy. Independent measurements of spectral s‐ and p‐polarized transmission amplitudes and phases in the μs range. Visualization of the anisotropy of nanofiber scaffolds as used for neural tissue applications.

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    Natural Sciences
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    Authors: Jinqi Huang; Alexantrou Serb; Spyros Stathopoulos; Themis Prodromakis;

    Memristors, emerging non-volatile memory devices, have shown promising potential in neuromorphic hardware designs, especially in spiking neural network (SNN) hardware implementation. Memristor-based SNNs have been successfully applied in a wide range of various applications, including image classification and pattern recognition. However, implementing memristor-based SNNs in text classification is still under exploration. One of the main reasons is that training memristor-based SNNs for text classification is costly due to the lack of efficient learning rules and memristor non-idealities. To address these issues and accelerate the research of exploring memristor-based spiking neural networks in text classification applications, we develop a simulation framework with a virtual memristor array using an empirical memristor model. We use this framework to demonstrate a sentiment analysis task in the IMDB movie reviews dataset. We take two approaches to obtain trained spiking neural networks with memristor models: 1) by converting a pre-trained artificial neural network (ANN) to a memristor-based SNN, or 2) by training a memristor-based SNN directly. These two approaches can be applied in two scenarios: offline classification and online training. We achieve the classification accuracy of 85.88% by converting a pre-trained ANN to a memristor-based SNN and 84.86% by training the memristor-based SNN directly, given that the baseline training accuracy of the equivalent ANN is 86.02%. We conclude that it is possible to achieve similar classification accuracy in simulation from ANNs to SNNs and from non-memristive synapses to data-driven memristive synapses. We also investigate how global parameters such as spike train length, the read noise, and the weight updating stop conditions affect the neural networks in both approaches. Comment: 23 pages, 5 figures

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    arXiv.org e-Print Archive
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    Neuromorphic Computing and Engineering
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      Neuromorphic Computing and Engineering
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    Authors: Francesca A. Pisu; Daniele Chiriu; Evgenia Klironomou; Giannis Zacharakis; +1 Authors

    Photoacoustic (PA) imaging is a novel, powerful diagnostic technique utilized in different research fields. In particular, during recent years it has found several applications in Cultural Heritage (CH) diagnostics. PA imaging can be realized in transmittance or epi-illumination (reflectance) modes, obtaining variable levels of contrast and spatial resolution. In this work, we confirmed the applicability of the PA technique as a powerful tool for the imaging of one of the most challenging artwork objects, namely fresco wall paints, to obtain precise stratigraphic profiles in different layered fresco samples. In this regard, we studied some multi-layered fragments of the vault of San Giuseppe Church in Cagliari (1870 AD) and some mock-ups realized specifically to test the potentiality of this technique. Due to complex structures of the frescoes, we used the Spatially Off-set Raman Spectroscopy (SORS) technique to provide complementary information. The experimental results were in agreement for both techniques, even for the three-layered complex structure, and were confirmed with Scanning Electron Microscopy (SEM) analysis of cross-sections. The combined use of these two techniques proved useful to investigate detailed hidden information on the fresco samples.

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    Journal of Imaging
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    Authors: Gokul Das H; R. Dubey; K. Czerski; M. Kaczmarski; +3 Authors

    A technique for measuring high-energy electrons using Si detectors of various thicknesses that are much smaller than the range of the examined electrons is presented. The advantages of the method are discussed on the basis of electron-positron pair creation recently studied in deuteron-deuteron fusion reactions at very low energies. Careful Geant 4 Monte Carlo simulations enabled the identification of the main spectral contributions of emitted electrons and positrons resulting from the energy loss mechanisms and scattering processes within the target, detector and their holders. Significant changes in the intensity of the detected electrons, depending on the detector thickness and the thicknesses of absorption foils placed in the front of the detector could be observed. The corresponding correction factors have been calculated and can be used for different applications in basic and applied research.

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    Measurement
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    Authors: Margoni, Thomas; Ducuing, Charlotte; Schirru, Luca;

    The Data Act proposal of February 2022 constitutes a central element of a broader and ambitious initiative of the European Commission (EC) to regulate the data economy through the erection of a new general regulatory framework for data and digital markets. The resulting framework may be represented as a model of governance between a pure market-driven model and a fully regulated approach, thereby combining elements that traditionally belong to private law (e.g., property rights, contracts) and public law (e.g., regulatory authorities, limitation of contractual freedom). This article discusses the role of (intellectual) property rights as well as of other forms of rights allocation in data legislation with particular attention to the Data Act proposal. We argue that the proposed Data Act has the potential to play a key role in the way in which data, especially privately held data, may be accessed, used, and shared. Nevertheless, it is only by looking at the whole body of data (and data related) legislation that the broader plan for a data economy can be grasped in its entirety. Additionally, the Data Act proposal may also arguably reveal the elements for a transition from a property-based to a governance-based paradigm in the EU data strategy. Whereas elements of data governance abound, the stickiness of property rights and rhetoric seem however hard to overcome. The resulting regulatory framework, at least for now, is therefore an interesting but not always perfectly coordinated mix of both. Finally, this article suggests that the Data Act Proposal may have missed the chance to properly address the issue of data holders’ power and related information asymmetries, as well as the need for coordination mechanisms.

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      ZENODO
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      ZENODO
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      SSRN Electronic Journal
      Article . 2023 . Peer-reviewed
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    Authors: Joshua J. P. Thompson; Dominik Muth; Sebastian Anhäuser; Daniel Bischof; +3 Authors

    AbstractOrganic semiconductor crystals stand out as an efficient, cheap, and diverse platform for realizing optoelectronic applications. The optical response of these crystals is governed by a rich tapestry of exciton physics. So far, little is known on the phonon‐driven singlet‐exciton dynamics in this class of materials. In this joint theory–experiment work, we combine the fabrication of a high‐quality oligoacene semiconductor crystal and characterization via photoluminescence measurements with a sophisticated approach to the microscopic modeling in these crystals. This allows us to investigate singlet‐exciton optics and dynamics. We predict phonon‐bottleneck effects in pentacene crystals, and find that dark excitons act as crucial phonon‐mediated relaxation scattering channels in both pentacene and tetracene. While the efficient singlet fission in pentacene crystals hampers the experimental observation of this bottleneck effect, we reveal both in theory and experiment a distinct polarization and temperature dependence in absorption and photoluminescence spectra of tetracene crystals, including microscopic origin of exciton linewidths, the activation of the higher Davydov states at large temperatures, and polarization‐dependent quenching of specific exciton resonances. Our joint theory–experiment study represents a significant advance in microscopic understanding of singlet‐exciton optics and dynamics in oligoacene crystals.Key points Compare microscopic modeling to spectroscopic measurements of excitons in oligoacene crystals. Track the singlet‐exciton population and optical spectra following phonon‐mediated relaxation. Predict a phonon‐bottleneck effect in pentacene that is absent in tetracene.

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    Natural Sciences
    Article . 2022 . Peer-reviewed
    License: CC BY
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      Natural Sciences
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    Authors: Contreras Ubric, Jorge;

    Esta investigación analiza los proyectos europeos de investigación financiados a través de los programas marco de la Unión Europea, que tienen por temática principal el patrimonio cultural. Pretende por lo tanto entender qué tipo de proyectos se han financiado dentro de la disciplina y cuál ha sido su evolución temática a lo largo del tiempo y para ello, emplea técnicas de análisis de datos y procesamiento de lenguaje natural (NLP) para extraer información de las principales fuentes de información, y procesarla con el fin de aportar luz a la pregunta de investigación: ¿qué temáticas, dentro del ámbito del patrimonio cultural, abordan los proyectos europeos de investigación? Partiendo de el contexto político y legal en el que se financian estos proyectos, el trabajo desarrolla una metodología para identificar, procesar y analizar los datos asociados a los proyectos europeos de investigación sobre patrimonio cultural, metodología que sirve posteriormente para analizar y describir las características y tendencias del conjunto de proyectos. Finaliza la investigación, identificando y describiendo brevemente las políticas actuales que puedan tener una influencia sobre la definición de las temáticas de los proyectos del ámbito del patrimonio cultural en el futuro próximo. This research analyses European research projects funded through the European Union's Framework Programmes, whose main thematic area is cultural heritage. It therefore aims to understand what kind of projects have been funded within the discipline and what their thematic evolution has been over time, using data analysis and natural language processing (NLP) techniques to extract information from the main sources of information and process it in order to shed light on the research question: what themes, within the field of cultural heritage, do European research projects address? Starting from the political and legal context in which these projects are funded, we will develop a methodology to identify, process and analyse the data associated with European cultural heritage research projects, a methodology that will help us to analyse and describe the characteristics and trends of the projects as a whole. We will conclude the research by briefly referencing current policies that may influence the definition of project's topics in the field of cultural heritage in the near future. Universidad de Sevilla. Máster de Arquitectura y Patrimonio Histórico

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    Authors: Francesca Reineri;

    AbstractParahydrogen‐induced polarization is a hyperpolarization method that exploits the spin order of hydrogen enriched in the para‐isomer, by means of a chemical reaction. Recently, its field of application has been extended significantly, through the introduction of non‐hydrogenative PHIP (i. e. SABRE) and of innovative h‐PHIP strategies that allowed to increase the intensity of the MR signals in molecules relevant for biological applications. This Concept article aims to show the potentialities of this hyperpolarization method in the field of diagnostics, through the discussion of some of the reported applications of parahydrogen polarized substrates. A section is also dedicated to the methods that have been introduced for the purification of parahydrogen polarized products, in order to make them suitable for biological studies.

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    Analysis & Sensing
    Article . 2022 . Peer-reviewed
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      Analysis & Sensing
      Article . 2022 . Peer-reviewed
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