gebhart/patrepeval huggingface dataset:
Improved Precision and Recall Metric for Assessing Generative Models (2019)

The ability to automatically estimate the quality and coverage of the samples produced by a generative model is a vital requirement for driving algorithm research. We present an evaluation metric that can separately and reliably measure both of these aspects in image generation tasks by forming explicit, non-parametric representations of the manifolds of real and generated data. We demonstrate the effectiveness of our metric in StyleGAN and BigGAN by providing several illustrative examples where existing metrics yield uninformative or contradictory results. Furthermore, we analyze multiple design variants of StyleGAN to better understand the relationships between the model architecture, training methods, and the properties of the resulting sample distribution. In the process, we identify new variants that improve the state-of-the-art. We also perform the first principled analysis of truncation methods and identify an improved method. Finally, we extend our metric to estimate the perceptual quality of individual samples, and use this to study latent space interpolations.
Development of 6.00Å graded metamorphic buffer layers and high performance In0.86Al0.14As∕In0.86Ga0.14As heterojunction bipolar transistor devices (2006)

In x Al 1 − x As ∕ In x Ga 1 − x As heterojunction bipolar transistors (HBTs) with lattice parameters ranging from 6.00to6.058Å employing the use of narrow band gap InxGa1−xAs base epitaxial layers toward InAs (0.86&lt;Xln&lt;1) allows for the development of high speed digital and mixed signal circuits to perform at half the power required for conventional group III-V-based HBT device technologies. However, one of the key challenges inhibiting the development of low power narrow band gap HBT device circuits is the absence of semi-insulating (SI) substrates with lattice parameters towards 6.058Å. Therefore, a metamorphic InxAl1−xAs (0.52&lt;Xln&lt;0.86) graded buffer layer (GBL) grown on InP by molecular beam epitaxy was investigated as a means to enable a SI template with a lattice parameter of 6.00Å. The metamorphic InxAl1−xAs GBL thickness is desired to be less than a micron in order for this approach to be compatible with the aggressive design rules of high-density transistor circuits. In this study, In0.86Al0.14As∕In0.86Ga0.14As double heterojunction bipolar transistor devices were grown on 0.90, 0.45, and 0.23μm thick InxAl1−xAs GBLs to assess the role of buffer layer thickness on both defect formation and device performance. The material characterization results for the 0.90 and 0.45μm thick buffer layers exhibited a crosshatch pattern with a surface rms roughness of 4nm and threading dislocation densities of ∼106cm−2. Excellent dc and rf characteristics from metamorphic HBT devices with submicron emitter widths were observed with low turn-on voltage of 0.45V, high current gain, low reverse junction leakage(&lt;1μA), and rf peak performance in the vicinity of 150GHz. Finally, preliminary circuits (dividers and delay chains) have been designed, fabricated, and demonstrated with the 6.00Å HBT technology.
Advances in myogenic cell transplantation and skeletal muscle tissue engineering (2009)

Curative treatments are currently not available for people suffering from one of the many prevalent muscle myopathies. One approach to ameliorate these conditions relies on the cell-based transplantation of potential myogenic precursors, or more optimistically, the transfer of engineered skeletal muscle tissue. To date, clinical trials with myogenic stem cell transplantation have met with only modest success while the transplantation of engineered muscle tissue is at the earliest stages of development. Despite the slow progress, these studies have provided insights and avenues that will eventually lead to a powerful therapeutic tool.
GymCam (2018)

Worn sensors are popular for automatically tracking exercises. However, a wearable is usually attached to one part of the body, tracks only that location, and thus is inadequate for capturing a wide range of exercises, especially when other limbs are involved. Cameras, on the other hand, can fully track a user's body, but suffer from noise and occlusion. We present GymCam, a camera-based system for automatically detecting, recognizing and tracking multiple people and exercises simultaneously in unconstrained environments without any user intervention. We collected data in a varsity gym, correctly segmenting exercises from other activities with an accuracy of 84.6%, recognizing the type of exercise at 93.6% accuracy, and counting the number of repetitions to within ± 1.7 on average. GymCam advances the field of real-time exercise tracking by filling some crucial gaps, such as tracking whole body motion, handling occlusion, and enabling single-point sensing for a multitude of users.
Automated bus transfer control for critical industrial processes (2002)

The techniques and methods for maintaining continuous electrical power to petroleum and chemical facilities from two or more utility feeders by an automated bus transfer logic controller system are discussed. The purpose of this system is to reduce transients, torsional forces, inrush currents, and motor stress, while maintaining continuous motor operation when the primary utility source experiences an interruption and the operating facility transfers of the motor load to an alternative source of electrical supply. The economic considerations of maintaining continuity of production during power supply interruptions using a transfer logic controller to supervise bus transfers may be significant. The relay system continuously monitors the alternative source, the load bus and the normal source, and performs the necessary logic for power supply bus transfers in two directions by automatically selecting from either the fast, in-phase, or residual voltage methods. Engineering studies, application considerations, motor control design requirements, installation, and operation of the automated bus transfer controller for a chemical facility are presented and discussed.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
TidyFS: a simple and small distributed file system (2011)

This paper describes TidyFS, a simple and small distributed file system that provides the abstractions necessary for data parallel computations on clusters. In recent years there has been an explosion of interest in computing using clusters of commodity, shared nothing computers. Frequently the primary I/O workload for such clusters is generated by a distributed execution engine such as MapReduce, Hadoop or Dryad, and is high-throughput, sequential, and read-mostly. Other large-scale distributed file systems have emerged to meet these workloads, notably the Google File System (GFS) and the Hadoop Distributed File System (HDFS). TidyFS differs from these earlier systems mostly by being simpler. The system avoids complex replication protocols and read/write code paths by exploiting properties of the workload such as the absence of concurrent writes to a file by multiple clients, and the existence of end-to-end fault tolerance in the execution engine. We describe the design of TidyFS and report some of our experiences operating the system over the past year for a community of a few dozen users. We note some advantages that stem from the system’s simplicity and also enumerate lessons learned from our design choices that point out areas for future development. 1
Electron beam deposition of gold nanostructures in a reactive environment (1995)

Electron beam deposition (EBD) is a maskless technique suitable for the fabrication of nanometer scale structures. Metals can be deposited from an organometallic gas, but simultaneous carbon deposition typically yields grossly impure (∼25% metal) deposits. We have found that the metal content of the deposited solid is dramatically improved by performing the whole EBD process in a reactive gaseous environment containing a source of oxygen (O2 or H2O) in addition to the organometallic gas. With simple procedures we prepared Au deposits showing significantly diminished C content (up to 50% metal) as the partial pressure of O2 (or H2O) is increased in the gas.
Eficácia do AlCl3 e etanol na prevenção da calcificação de fragmentos da parede aórtica porcina fixados em GDA (2006)

OBJETIVO: Avaliar a eficácia do cloreto de alumínio, isoladamente ou em associação com o etanol, na prevenção da calcificação e da resposta inflamatória de fragmentos de parede aórtica porcina fixada em glutaraldeído (GDA), implantados no tecido subcutâneo de ratos jovens. MÉTODO: Utilizaram-se 15 ratos da linhagem Sprague-Dawley, em cujas telas subcutâneas foram implantados fragmentos de parede aórtica porcina, submetidos a três diferentes métodos de tratamento [grupos: I (GDA), II (GDA+alumínio), III (GDA+etanol+alumínio)]. Os explantes foram realizados com 15, 30 e 60 dias após as operações. Foram realizadas análises histológicas pelas colorações de hematoxilina & eosina (HE) e de alizarina, nos pHs de 4,2 e 7,0, e a dosagem de cálcio feita por espectroscopia de absorção atômica. RESULTADOS: Pelo HE, constatou-se que a matriz extracelular das paredes aórticas ficaram melhor preservadas nos explantes do grupo III. A intensidade da reação inflamatória intensa foi menor nesse grupo. Pela alizarina pH 4,2, o grupo II e III tiveram menores índices de calcificação comparado ao controle. Pela alizarina pH 7,0, o grupo III teve menor índice de calcificação comparado aos grupos I e II. Pela espectroscopia de absorção atômica, os níveis de cálcio foram semelhantes para os grupos II e III, mas significativamente menores do que os do grupo I. CONCLUSÃO: O tratamento com cloreto de alumínio diminuiu a calcificação dos fragmentos de parede aórtica porcina. O uso combinado do etanol com cloreto de alumínio foi ainda mais eficiente em inibir a calcificação, e também em diminuir a reação inflamatória.
A novel toxin–antitoxin operon <i>talA/B</i> from the Gram‐positive bacterium <i>Leifsonia xyli</i> subsp. <i>cynodontis</i> (2008)

Here we report a toxin-antitoxin (TA) operon talAB identified from the Gram-positive bacterium Leifsonia xyli subsp. cynodontis. It is shown that talB encodes a broad-host cytotoxin functioning in different Gram-positive bacteria, while talA encodes its antidote. TalA and TalB form different hetero-oligomers in vitro; these hetero-oligomers, but not the antitoxin TalA, strongly bind to the talAB promoter region containing two inverted repeats. This represents a new mechanism of binding the promoter of a TA operon by the toxin and antitoxin complexes.
First steps to creating a platform for high throughput simulation of TTFields (2016)

Tumor Treating Fields (TTFields) are low intensity alternating electric fields in the 100-500 KHz frequency range that are known to have an anti-mitotic effect on cancerous cells. In the USA, TTFields are approved by the Food and Drug Administration (FDA) for the treatment of glioblastoma (GBM) in both the newly diagnosed and recurrent settings. Optimizing treatment with TTFields requires a deep understanding of how TTFields distribute within the brain. To address this issue, simulations using realistic head models have been performed. However, the preparation of such models is time-consuming and requires a high level of expertise, limiting the usefulness of these models for systematic studies in which the testing of multiple cases is required. Here we present a platform for rapidly simulating TTFields distributions in multiple scenarios. This platform enables high throughput computational simulations to be performed, allowing comparison of field distributions within the head in multiple clinically relevant scenarios. The simulation setup is simple and intuitive, allowing non-expert users to run simulations and evaluate results, thereby providing a valuable tool for studying how to optimize TTFields delivery in the clinic.
Providing elasticity to intrusion detection systems in virtualized Software Defined Networks (2015)

This paper presents BroFlow, an Intrusion Detection and Prevention System based on Bro traffic analyzer, and on the global network-view feature of OpenFlow Application Programming Interface. BroFlow main contributions are: i) dynamic and elastic resource provision of machines under demand; ii) real-time detection of DoS attacks through simple algorithms implemented in a policy language for network events; iii) immediate reaction to DoS attacks and malicious packets, dropping flows close from their source; iv) strategic sensor positioning for attack detection in the network infrastructure shared by multi-tenants. A system prototype was developed and evaluated in the virtual environment Future Testbed Internet with Security (FITS). An evaluation of the system under attack shows that BroFlow guarantees the forwarding of legitimate packets at the maximal link rate, up to 90% reduction of the maximal network delay caused by the attack, and 50% of bandwidth gain compared with conventional firewalls approaches, even when the attackers are legitimate tenants acting in collusion.
Effect of 5′-deoxy-5′-isobutylthioadenosine on formation and release of adenosine from neonatal and adult rat ventricular myocytes (1993)

1. Studies in rat polymorphonuclear leucocytes have suggested that 5'-deoxy-5'-isobutylthioadenosine (IBTA), an inhibitor of the IMP-selective cytosolic 5'-nucleotidase, may be used to test its role in adenosine formation in intact cells. We investigated adenosine formation in neonatal and adult rat cardiomyocytes. 2. 2-Deoxyglucose (30 mM) with oligomycin (2 micrograms/ml) induced a 90-100% fall in ATP concentration in 10 min in neonatal and 60 min in adult heart cells. Adenosine accumulation was substantially increased, accounting for 13% of the fall in ATP concentration in neonatal cells and 56% in adult cells. 3. Anti-(rat liver ecto-5'-nucleotidase) serum did not inhibit adenosine accumulation. Furthermore, dipyridamole (10 microM), a nucleoside-transport blocker, inhibited by 80% the appearance of the newly formed adenosine in the medium, showing that adenosine is produced intracellularly by both adult and neonatal-rat myocytes in response to inhibition of oxidative metabolism. 4. IBTA (3 mM) inhibited by 80% the appearance of adenosine in the medium, but did not inhibit total adenosine accumulation by neonatal-rat myocytes and only modestly inhibited total adenosine accumulation by adult myocytes. 5. IBTA, like dipyridamole, inhibited incorporation of extracellular adenosine (10 microM) into neonatal and adult ventricular myocyte nucleotides by 60-70%. Transport of IBTA (100 microM) into the cells did not appear to be inhibited by dipyridamole (30 microM). 6. We conclude that IBTA acted primarily to inhibit adenosine release from myocytes. The small effect on adenosine formation rates implies that the IMP-selective cytosolic 5'-nucleotidase plays a minor role in this tissue.
Can Successful Implementation of the Common Canister Program Deliver Cost Containment and Improved Infection Control? (2012)

Purpose To review considerations for implementing the common canister program in hospitals, and to encourage a careful evaluation of a substantial financial and process improvement opportunity involving the common canister program. Background The common canister program has not received a comprehensive evaluation in the literature. It has not been compared to traditional inhaler administration, and the potential infectious risk of the traditional patient-specific inhaler administration process has not been considered. Ten microbiologic studies examining infection risk have been performed using a common canister protocol; no studies have been published with individual inhaler administration without a spacer. The results in all 10 of the common canister microbiologic studies indicated that this program was safe for patients when a multidisciplinary approach was followed and was accompanied by hospitalwide education. Conclusion Because of the opportunity to reduce inhaler expenditures by 50% and the theoretical concerns of contamination from the traditional inhaler process, this program should be evaluated. Best practice requires a relative assessment of all inhaler administration models to determine the safest and most efficacious practice. It may be surprising to learn how an inhaler, after touching a patient's mouth during the individual inhaler administration process, is handled, transported, and stored by staff, and the various contaminated surfaces the inhaler contacts in the retrieval, administration, and return to storage process.
Cooperative Multi-Cell Block Diagonalization with Per-Base-Station Power Constraints (2009)

Block diagonalization (BD) is a practical linear precoding technique that eliminates the inter-user interference in downlink multiuser multiple-input multiple-output (MIMO) systems. In this paper, we apply BD to the downlink transmission in a cooperative multi-cell MIMO system, where the signals from different base stations (BSs) to all the mobile stations (MSs) are jointly designed with the perfect knowledge of the downlink channels and transmit messages. Specifically, we study the optimal BD precoder design to maximize the weighted sum-rate of all the MSs subject to a set of per-BS power constraints. This design problem is formulated in an auxiliary MIMO broadcast channel (BC) with a set of transmit power constraints corresponding to those for individual BSs in the multi-cell system. By applying convex optimization techniques, this paper develops an efficient algorithm to solve this problem, and derives the closed-form expression for the optimal BD precoding matrix. It is revealed that the optimal BD precoding vectors for each MS in the per-BS power constraint case are in general non-orthogonal, which differs from the conventional orthogonal BD precoder design for the MIMO-BC under one single sum-power constraint. Moreover, for the special case of single-antenna BSs and MSs, the proposed solution reduces to the optimal zero-forcing beamforming (ZF-BF) precoder design for the weighted sum-rate maximization in the multiple-input single-output (MISO) BC with per-antenna power constraints. Suboptimal and low-complexity BD/ZF-BF precoding schemes are also presented, and their achievable rates are compared against those with the optimal schemes.
<title>A novel stereo pair-coding algorithm based on hybrid block matching disparity estimation</title> (2003)

Stereo images provide an enhanced sense of presence, and have been found to be operationally useful in tasks requiring remote manipulation or judgment of spatial relationships in contrast to ordinary image. A conventional stereo system with a single left-right pair needs twice the raw data as a monoscopic imaging system. As a result there have been increasing attention given to image compression methods. As an important part of the stereo pair coding, disparity estimation influences the precision and efficiency of the coding system. The traditional disparity estimation methods for stereo pair coding are mostly fixed-size block matching (FSBM). But the disparity vectors estimated by this method are not very accurate. In order to find more accurate disparity vector, adaptive-size block matching (ASBM) algorithm was used in some stereo matching algorithms. And this kind of algorithms selected an appropriate window based on the content of image that improves the verity of estimation. But the primary problem of it is computational complexity that prevents its applying in stereo coding. In this paper, a novel hybrid block matching (HBM) disparity estimation algorithm is proposed. And on the basis of it, a complete stereo coding scheme is introduced. In this scheme, conventional ASBM is improved and integrated with FSBM. Improved ASBM of this algorithm only uses the predicted error of the intensity to control the size of the matching window, which results in a reduction in complexity in contrast to traditional ASBM algorithms. We provide experimental results that show that our HBM achieves more accurate disparity vectors as compared to a simple FSBM and reduces the complexity of the traditional ASBM. Results also demonstrate that the proposed coding scheme provides higher mean peak signal-to-noise ratio (PSNR), about 0.7-1.2 dB, as compared with fix-size blockwise coding algorithm.
Influenza vaccine effectiveness during the 2012 influenza season in Victoria, Australia: Influences of waning immunity and vaccine match (2013)

Vaccine effectiveness may wane with increasing time since vaccination. This analysis used the Victorian sentinel general practitioner (GP) network to estimate vaccine effectiveness for trivalent inactivated vaccines in the 2012 season. A test-negative design was used where patients presenting to GPs with influenza-like illness who tested positive for influenza were cases and noncases were those who tested negative. Vaccination status was recorded by GPs. Vaccine effectiveness was calculated as (1-odds ratio) × 100%. Estimates were compared early versus late in the season and by time since vaccination. Virus isolates were assessed antigenically by hemagglutination inhibition assay in a selection of positive samples and viruses from healthy adults who experienced a vaccine breakthrough were analyzed genetically. The adjusted vaccine effectiveness estimate for any type of influenza was 45% (95% CI: 8,66) and for influenza A(H3) was 35% (95% CI: -11,62). A non-significant effect of waning effectiveness by time since vaccination was observed for A(H3). For those vaccinated <93 days of presentation vaccine effectiveness was 37% (95% CI: -29,69), while for those vaccinated ≥93 days before presentation it was 18% (95% CI: -83,63). Comparison of early versus late in the season estimates was very sensitive to the cut off week chosen for analysis. Antigenic data suggested that low vaccine effectiveness was not associated with poor vaccine match among the A(H3) viruses. However, genetic analysis suggested nucleotide substitutions in antigenic sites. In 2012, the trivalent influenza vaccine provided moderate protection against influenza and showed limited evidence for waning effectiveness. Antigenic and genetic data can provide additional insight into understanding these estimates.
Mobile Support in CSCW Applications and Groupware Development Frameworks (2013)

Computer Supported Cooperative Work (CSCW) is an established subset of the field of Human Computer Interaction that deals with the how people use computing technology to enhance group interaction and collaboration. Mobile CSCW has emerged as a result of the progression from personal desktop computing to the mobile device platforms that are ubiquitous today. CSCW aims to not only connect people and facilitate communication through using computers; it aims to provide conceptual models coupled with technology to manage, mediate, and assist collaborative processes. Mobile CSCW research looks to fulfil these aims through the adoption of mobile technology and consideration for the mobile user. Facilitating collaboration using mobile devices brings new challenges. Some of these challenges are inherent to the nature of the device hardware, while others focus on the understanding of how to engineer software to maximize effectiveness for the end-users. This paper reviews seminal and state-of-the-art cooperative software applications and development frameworks, and their support for mobile devices.
Establishment of primary stroke centers (2003)

The majority of emergency medicine and neuroscience physician respondents involved in acute stroke care support the designation of primary stroke centers. Although respondents globally overestimated the extent to which their facilities currently meet BAC recommended criteria for PSC, detailed responses suggested that over 40% of hospitals possess substantial existing acute stroke care resources and are poised to function as PSC with modest additional administrative and financial commitment.