4,566 research outputs found

    Negligence at the Breach: Information Fiduciaries and the Duty to Care for Data

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    Personal data is a cost of admission for much of modern life. Employers, tech companies, advertisers, information brokers, and others collect huge quantities of data about us all. Yet outside of a few highly-regulated industries, American companies face few legal restrictions on how they manage and use that data. Until now, individuals have had very limited remedies when their data is stolen from data collectors. But change is afoot. In a significant recent decision, the Pennsylvania Supreme Court took a consequential step holding that entities collecting personal data owe a duty of reasonable care to protect data subjects against harm. This tort decision left a critical question unresolved. What is “harm” in the context of privacy? What is it exactly that data collectors must protect data subjects against? This Article takes one state’s doctrinal move as a jumping-off point to consider a question of immense national importance—how to apply common law negligence principles in cases involving the disclosure and misuse of personal data, and specifically, what a “duty to care” means in the unsettled realm of privacy law. Building off Jack Balkin’s work, this Article proposes that fiduciary law offers an appealing framework for conceptualizing privacy harms and the corresponding responsibilities of the entities who are collecting our data. In doing so, it begins the conversation of how tort law can take a central place in protecting individuals when data holders betray their trust

    Beyond Detection: Investing in Practical and Theoretical Applications of Emotion + Visualization

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    Emotion is a dynamic variable that modulates how we perceive, reason about, and interact with our environment. Recent studies have established that emotion’s influence carries to data analysis and visualization, impacting performance in ways both positive and negative. While we are still in the infancy of understanding the role emotion plays in analytical contexts, advances in physiological sensing and emotion research have raised the possibility of creating emotion-aware systems. In this position paper, we argue that it is critical to consider the potential advances that can be made even in the face of imperfect sensing, while we continue to address the practical challenges of monitoring emotion in the wild. To underscore the importance of this line of inquiry, we highlight several key challenges related to detection, adaptation, and impact of emotional states for users of data visualization systems, and motivate promising avenues for future research in these areas

    Intensification of MVA and influenza virus production through high-cell-density cultivation approaches

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    Background. Unlike production of recombinant proteins, continuous production of viral vaccines at high cell densities (HCD) is often constrained by a decrease in cell-specific virus yields, early host cell lysis during virus propagation and limited virus recovery from culture broth. Nevertheless, advanced fed-batch [1] and perfusion strategies can be applied to achieve high-yield virus production processes. In this study, the development of a semi-continuous process for the production of the modified vaccinia Ankara virus isolate MVA-CR19 and influenza virus A/PR/8/34 (H1N1) in HCD cultivations of the suspension cell line AGE1.CR.pIX (ProBioGen AG, Berlin) is presented. Methods. Depending on the required scale, high cell concentrations (~ 50Ă—106 cells/mL) were achieved either through medium renewal by periodic centrifugation (semi-perfusion) in 50 mL cultivations or using an alternating tangential flow (ATF) perfusion system for 1 L bioreactors. Process development and optimization comprised three phases: 1) assessment of different fed-batch and medium exchange strategies for the propagation of MVA-CR19 or influenza A/PR/8/34 viruses in 50 mL cultivations; 2) scale-up and process optimization of the selected high-yield process strategy to a 1 L bioreactor with the ATF system, and 3) integration of a one-step purification process using magnetic sulfated cellulose particles (MSCP). For both viruses, conventional batch cultivation (no addition/medium exchange after infection) was compared with processes applying fed-batch, periodic medium exchange and the combination of both during virus propagation. Results. Perfusion and semi-perfusion at a feeding rate of 0.05 nL/cellĂ—d was suitable to propagate AGE1.CR.pIX cells above 60Ă—106 cells/mL with neither limitation nor overload of nutrients. For infections at 50 mL scale, the application of a combined strategy comprising an initial fed-batch phase followed by a periodic virus harvest phase resulted in the highest product yield with a more than 10-fold increase in virus particles concentration compared to the conventional batch processes operated at 4 to 8Ă—106 cells/mL [2]. Additionally, a 3-fold increase in both cell-specific yield (virus particles/cell) and volumetric productivity (virus particles/LĂ—d) could be obtained. Comparable yields were observed when up-scaling to a 1 L bioreactor using an ATF-system, even when virus particles were retained within the bioreactor. Further selection of the optimal pore size of the ATF membrane allowed semi-continuous harvesting of the produced viruses and its purification with MSCPs with a recovery from 30 to 50%. In all cases, cell-specific yields and volumetric productivities reached their maxima at 72 h post-infection, indicating that the process should be stopped at that time point. Conclusion. Compared to conventional batch processes, the developed HCD process offers significantly higher productivities including the option to integrate a one-step purification process in a semi-continuous mode. Overall, the results show that there is a great potential for semi-continuous HCD processes for the production of viral vaccines in larger scales, which could support efforts towards the establishment of continuous vaccine manufacturing. References. 1. Pohlscheidt, M., et al., Development and optimisation of a procedure for the production of Parapoxvirus ovis by large-scale microcarrier cell culture in a non-animal, non-human and non-plant-derived medium. Vaccine, 2008. 26(12): p. 1552-65. 2. Lohr, V., et al., New avian suspension cell lines provide production of influenza virus and MVA in serum-free media: studies on growth, metabolism and virus propagation. Vaccine, 2009. 27(36): p. 4975-82

    Galaxy Zoo: Disentangling the Environmental Dependence of Morphology and Colour

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    We analyze the environmental dependence of galaxy morphology and colour with two-point clustering statistics, using data from the Galaxy Zoo, the largest sample of visually classified morphologies yet compiled, extracted from the Sloan Digital Sky Survey. We present two-point correlation functions of spiral and early-type galaxies, and we quantify the correlation between morphology and environment with marked correlation functions. These yield clear and precise environmental trends across a wide range of scales, analogous to similar measurements with galaxy colours, indicating that the Galaxy Zoo classifications themselves are very precise. We measure morphology marked correlation functions at fixed colour and find that they are relatively weak, with the only residual correlation being that of red galaxies at small scales, indicating a morphology gradient within haloes for red galaxies. At fixed morphology, we find that the environmental dependence of colour remains strong, and these correlations remain for fixed morphology \textit{and} luminosity. An implication of this is that much of the morphology--density relation is due to the relation between colour and density. Our results also have implications for galaxy evolution: the morphological transformation of galaxies is usually accompanied by a colour transformation, but not necessarily vice versa. A spiral galaxy may move onto the red sequence of the colour-magnitude diagram without quickly becoming an early-type. We analyze the significant population of red spiral galaxies, and present evidence that they tend to be located in moderately dense environments and are often satellite galaxies in the outskirts of haloes. Finally, we combine our results to argue that central and satellite galaxies tend to follow different evolutionary paths.Comment: 19 pages, 18 figures. Accepted for publication in MNRA
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