2,760 research outputs found
Wound Healing: Biologics, Skin Substitutes, Biomembranes and Scaffolds
This review will explore the latest advancements spanning several facets of wound healing, including biologics, skin substitutes, biomembranes and scaffolds
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Joint visual and language modeling on large-scale datasets has recently shown
good progress in multi-modal tasks when compared to single modal learning.
However, robustness of these approaches against real-world perturbations has
not been studied. In this work, we perform the first extensive robustness study
of video-language models against various real-world perturbations. We focus on
text-to-video retrieval and propose two large-scale benchmark datasets,
MSRVTT-P and YouCook2-P, which utilize 90 different visual and 35 different
text perturbations. The study reveals some interesting initial findings from
the studied models: 1) models are generally more susceptible when only video is
perturbed as opposed to when only text is perturbed, 2) models that are
pre-trained are more robust than those trained from scratch, 3) models attend
more to scene and objects rather than motion and action. We hope this study
will serve as a benchmark and guide future research in robust video-language
learning. The benchmark introduced in this study along with the code and
datasets is available at https://bit.ly/3CNOly4.Comment: NeurIPS 2022 Datasets and Benchmarks Track. This projects webpage is
located at https://bit.ly/3CNOly
Random matrix ensemble with random two-body interactions in presence of a mean-field for spin one boson systems
For number of bosons, carrying spin (=1) degree of freedom, in
number of single particle orbitals, each triply degenerate, we
introduce and analyze embedded Gaussian orthogonal ensemble of random matrices
generated by random two-body interactions that are spin (S) scalar
[BEGOE(2)-]. The embedding algebra is with SO(3) generating spin . A method for constructing the ensembles
in fixed-(, ) space has been developed. Numerical calculations show that
the form of the fixed-(, ) density of states is close to Gaussian and
level fluctuations follow GOE. Propagation formulas for the fixed-(, )
space energy centroids and spectral variances are derived for a general one
plus two-body Hamiltonian preserving spin. In addition to these, we also
introduce two different pairing symmetry algebras in the space defined by
BEGOE(2)- and the structure of ground states is studied for each paring
symmetry.Comment: 22 pages, 6 figure
Treatment Guidelines for Rare, Early-Onset Conditions Associated with Epileptic Seizures: A Literature Review on Rett Syndrome and Tuberous Sclerosis Complex
Background Rett syndrome (RTT) and tuberous sclerosis complex (TSC) are two rare disorders presenting with a range of different epileptic seizures. Seizure management requires careful therapy selection, thereby necessitating development of high-quality treatment guidelines. This targeted literature review (TLR) aimed to characterise country-specific and international treatment guidelines available for pharmacological management of seizures in RTT and TSC.Methods A TLR was performed between 25-Jan and 11-Mar 2021. Manual searches of online rare disease and guideline databases, and websites of national heath technology assessment bodies were conducted for the following countries: Australia, Canada, France, Germany, Israel, Italy, Japan, Spain, Switzerland, UK, and US as defined by pre-specified eligibility criteria. Search terms were developed for each condition and translated into local languages where appropriate. Eligible publications were defined as guidelines/guidance reporting pharmacological management of seizures in patients with RTT and TSC. Guideline development methodology, geographical focus, author information and treatment recommendations were extracted from guidelines. An author map was generated using R version 3.5.1 to visualise extent of collaboration between authors. Results24 total guidelines were included, of which three and six contained only recommendations for RTT and TSC, respectively (some provided recommendations for ≥1 condition). Guideline development processes were poorly described (50% [12 guidelines] had unclear/absent literature review methodologies); reported methodologies were variable, including systematic literature reviews (SLRs)/TLRs and varying levels of expert consultation. Most (83% [20/24]) were country-specific, with guideline authors predominantly publishing in contained national groups; four guidelines were classified as ‘International,’ linking author groups in the US, UK, Italy and France. High levels of heterogeneity were observed in the availability of treatment recommendations across indications, with 13 and 67 recommendations found for RTT and TSC, respectively. For RTT, all treatment recommendations were positive and sodium valproate had the highest number of positive recommendations (3). All TSC treatments (21 medications) received either exclusively negative (2) or positive (65) recommendations; vigabatrin received the highest number of positive recommendations (21). ConclusionsThis review highlights the need for the development of international high-quality and comprehensive consensus-based guidance for the management of seizures with pharmacological therapy in RTT and TSC. <br/
Physicality and Cooperative Design
CSCW researchers have increasingly come to realize that material work setting and its population of artefacts play a crucial part in coordination of distributed or co-located work. This paper uses the notion of physicality as a basis to understand cooperative work. Using examples from an ongoing fieldwork on cooperative design practices, it provides a conceptual understanding of physicality and shows that material settings and co-worker’s working practices play an important role in understanding physicality of cooperative design
One plus two-body random matrix ensembles with parity: Density of states and parity ratios
One plus two-body embedded Gaussian orthogonal ensemble of random matrices
with parity [EGOE(1+2)-] generated by a random two-body interaction
(modeled by GOE in two particle spaces) in the presence of a mean-field, for
spinless identical fermion systems, is defined, generalizing the two-body
ensemble with parity analyzed by Papenbrock and Weidenm\"{u}ller [Phys. Rev. C
{\bf 78}, 054305 (2008)], in terms of two mixing parameters and a gap between
the positive and negative parity single particle (sp)
states. Numerical calculations are used to demonstrate, using realistic values
of the mixing parameters appropriate for some nuclei, that the EGOE(1+2)-
ensemble generates Gaussian form (with corrections) for fixed parity eigenvalue
densities (i.e. state densities). The random matrix model also generates many
features in parity ratios of state densities that are similar to those
predicted by a method based on the Fermi-gas model for nuclei. We have also
obtained, by applying the formulation due to Chang et al [Ann. Phys. (N.Y.)
{\bf 66}, 137 (1971)], a simple formula for the spectral variances defined over
fixed- spaces, where is the number of fermions in the +ve
parity sp states and is the number of fermions in the -ve parity sp
states. Similarly, using the binary correlation approximation, in the dilute
limit, we have derived expressions for the lowest two shape parameters. The
smoothed densities generated by the sum of fixed- Gaussians with
lowest two shape corrections describe the numerical results in many situations.
The model also generates preponderance of +ve parity ground states for small
values of the mixing parameters and this is a feature seen in nuclear shell
model results.Comment: 38 pages, 11 figures, 3 tables, enlarged and reorganized with
additional result
Two-Level Atom in an Optical Parametric Oscillator: Spectra of Transmitted and Fluorescent Fields in the Weak Driving Field Limit
We consider the interaction of a two-level atom inside an optical parametric
oscillator. In the weak driving field limit, we essentially have an atom-cavity
system driven by the occasional pair of correlated photons, or weakly squeezed
light. We find that we may have holes, or dips, in the spectrum of the
fluorescent and transmitted light. This occurs even in the strong-coupling
limit when we find holes in the vacuum-Rabi doublet. Also, spectra with a
sub-natural linewidth may occur. These effects disappear for larger driving
fields, unlike the spectral narrowing obtained in resonance fluorescence in a
squeezed vacuum; here it is important that the squeezing parameter tends to
zero so that the system interacts with only one correlated pair of photons at a
time. We show that a previous explanation for spectral narrowing and spectral
holes for incoherent scattering is not applicable in the present case, and
propose a new explanation. We attribute these anomalous effects to quantum
interference in the two-photon scattering of the system.Comment: 10 pages, 17 figures, submitted to Phys Rev
Identification of differentially expressed genes profiles in a combined mouse model of Parkinsonism and colitis
©2020. This manuscript version is made available under the CC-BY 4.0 license http://creativecommons.org/licenses/by/4.0/
This document is the Published, version of a Published Work that appeared in final form in Scientific Reports. To access the final edited and published work see https://doi.org/10.1038/s41598-020-69695-
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