Publications by authors named "A G Lyutov"

Article Synopsis
  • Training a statistical model for classification in machine learning is easy with enough precise data, but fuzzy categories can reveal insights about the underlying issues in the classification process.
  • The study classifies academic publications using only their abstracts, identifying misclassifications by comparing machine learning-generated categories to journal categories, which creates a network that illustrates relationships among disciplines.
  • Analysis of this misclassification network shows how disciplines interact and suggests that misclassified articles are linked to increased interdisciplinarity, leading to higher citation rates in top journals but lower rates in others.
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Unlabelled: The design of robust supply and distribution systems is one of the fundamental challenges at the interface of network science and logistics. Given the multitude of performance criteria, real-world constraints, and external influences acting upon such a system, even formulating an appropriate research question to address this topic is non-trivial. Here we present an abstraction of a supply and distribution system leading to a minimal model, which only retains stylized facts of the systemic function and, in this way, allows us to investigate the generic properties of robust supply networks.

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We studied the effects of alpha1-acid glycoprotein on tumor necrosis factor-alpha (TNF-alpha) and interleukin-10 (IL-10) production and lymphocyte response to phytohemagglutinin in cultured peripheral blood mononuclear leukocytes from 6 healthy donors. We observed 2 opposite responses to alpha1-acid glycoprotein: first, stimulation of TNF-alpha and IL-10 production and inhibition of lymphocyte proliferation, and second, suppression of cytokine production and stimulation of lymphocyte proliferation. In cell cultures isolated from 4 of 6 donors, the TNF-alpha/IL-10 ratio remained unchanged after addition of native alpha1-acid glycoprotein, but some fractions isolated by chromatography on concanavalin A-Sepharose changed this parameter.

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