gebhart/patrepeval huggingface dataset:
Distributed Planning in Hierarchical Factored MDPs (2012)

We present a principled and efficient planning algorithm for collaborative multiagent dynamical systems. All computation, during both the planning and the execution phases, is distributed among the agents; each agent only needs to model and plan for a small part of the system. Each of these local subsystems is small, but once they are combined they can represent an exponentially larger problem. The subsystems are connected through a subsystem hierarchy. Coordination and communication between the agents is not imposed, but derived directly from the structure of this hierarchy. A globally consistent plan is achieved by a message passing algorithm, where messages correspond to natural local reward functions and are computed by local linear programs; another message passing algorithm allows us to execute the resulting policy. When two portions of the hierarchy share the same structure, our algorithm can reuse plans and messages to speed up computation.
Artificial intelligence and machine learning in spine research (2019)

Artificial intelligence (AI) and machine learning (ML) techniques are revolutionizing several industrial and research fields like computer vision, autonomous driving, natural language processing, and speech recognition. These novel tools are already having a major impact in radiology, diagnostics, and many other fields in which the availability of automated solution may benefit the accuracy and repeatability of the execution of critical tasks. In this narrative review, we first present a brief description of the various techniques that are being developed nowadays, with special focus on those used in spine research. Then, we describe the applications of AI and ML to problems related to the spine which have been published so far, including the localization of vertebrae and discs in radiological images, image segmentation, computer-aided diagnosis, prediction of clinical outcomes and complications, decision support systems, content-based image retrieval, biomechanics, and motion analysis. Finally, we briefly discuss major ethical issues related to the use of AI in healthcare, namely, accountability, risk of biased decisions as well as data privacy and security, which are nowadays being debated in the scientific community and by regulatory agencies.
The extraction and measurement of on-die impedance for power delivery analysis (2009)

Power delivery system noise, current and impedance are the key performance factors for successful chipsets/CPUs design. Power delivery noise is significantly affected by on-die impedance and current, i.e., on-die power grid equivalent resistance (Rdie), capacitance (Cdie), and Icc(t). Rdie and Cdie have been challenging in pre-silicon extraction and post-silicon measurement. This paper focuses on Rdie and Cdie extraction and silicon correlation. We carried out Rdie and Cdie extraction comparison study for Intel products that contain several PHY blocks by using home-brew flow, a commercial tool, and lab measurement, to achieve good correlation. The work boosts our confidence in the accuracies of internal flow and commercial tool and therefore facilitates the adoption of the commercial tool to greatly improve die grid modeling effort.
Paying More Attention to Attention: Improving the Performance of Convolutional Neural Networks via Attention Transfer (2016)

Attention plays a critical role in human visual experience. Furthermore, it has recently been demonstrated that attention can also play an important role in the context of applying artificial neural networks to a variety of tasks from fields such as computer vision and NLP. In this work we show that, by properly defining attention for convolutional neural networks, we can actually use this type of information in order to significantly improve the performance of a student CNN network by forcing it to mimic the attention maps of a powerful teacher network. To that end, we propose several novel methods of transferring attention, showing consistent improvement across a variety of datasets and convolutional neural network architectures. Code and models for our experiments are available at https://github.com/szagoruyko/attention-transfer
Novel silicon-based flash cell structures for low power and high density memory applications (2006)

Scaling down of conventional flash memory technology faces difficult technical challenges and some physical limitations. Novel silicon-based flash cell structures were presented in this paper as possible solutions. A novel cell structure using dual doping polysilicon (PNP) as the floating gate is proposed and experimentally exhibit higher programming speed and better data retention characteristics in comparison with conventional n-type floating-gate structure. To further enhance storage density and relax the stringent requirements of scaling, a novel vertical channel dual-nitride-trapping-layer ROM (VDNROM) as a kind of SONOS flash is proposed and experimentally demonstrated. Compared with conventional planar NROM cell, VDNROM structure can have high capability of cell area shrinking and achieve four-physical-bit per cell storage capability. The fabrication technologies of the two novel devices are fundamentally compatible with standard CMOS process
<i>In situ</i>activation of bis-dialkylaminophosphines—a new method for synthesizing deoxyoligonucleotides on polymer supports (1984)

Deoxynucleoside phosphoramidites can be prepared in good yield from deoxynucleosides, bis- dialkylaminophosphines , and the corresponding dialkylamine hydrotetrazolide or tetrazole as catalysts. These phosphoramidites generated in situ lead to the direct synthesis of deoxyoligonucleotides on polymer supports.
A Study on CRM Technology Implementation and Application Practices (2009)

CRM is a multi-disciplinary concept. Its successful implementation involves many aspects. This paper highlights the implementation from the technology level and contributes to some successful factors in CRM application. At last, it gives some guidance for future study on CRM.
Plantar fasciitis and the windlass mechanism: a biomechanical link to clinical practice. (2004)

Clinicians' understanding of the biomechanical causes of plantar fasciitis should guide the decision-making process concerning the evaluation and treatment of heel pain. Use of this approach may improve clinical outcomes because intervention does not merely treat physical symptoms but actively addresses the influences that resulted in the condition. Principles from this approach might also provide a basis for future research investigating the efficacy of plantar fascia treatment.
Code Optimization for a Code-Modulated RF Front End (2015)

Recently, a novel class of on-site coding receivers was proposed. The architecture is suitable for digital beamforming in addition to offering multiple-input multiple-output capabilities. Essential to its realization is a code division multiplexing technique aggregating multiple signal paths at the analog front end into a single analog-to-digital converter. As a result, a significant hardware reduction and a higher power efficiency are achieved when compared with the conventional digital beamforming techniques. In this paper, we examine the system's performance with different types of spreading codes, both orthogonal and nonorthogonal, namely Walsh-Hadamard and Gold codes. Bit error rate calculations show that Walsh-Hadamard codes outperform Gold codes in achieving higher dynamic range with less signal-to-noise ratio degradation, assuming a perfectly synchronous system.
Reticle enhancement verification for the 65nm and 45nm nodes (2006)

In the last 2 years, the semiconductor industry has recognized the critical importance of verification for optical proximity correction (OPC) and reticle/resolution enhancement technology (RET). Consequently, RET verification usage has increased and improved dramatically. These changes are due to the arrival of new verification tools, new companies, new requirements and new awareness by product groups about the necessity of RET verification. Currently, as the 65nm device generation comes into full production and the 45nm generation starts full development, companies now have the tools and experience (i.e., long lists of previous errors to avoid) needed to perform a detailed analysis of what is required for 45nm and 65nm RET verification. In previous work [1] we performed a theoretical analysis of OPC & RET verification requirements for the 65nm and 45nm device generations and drew conclusions for the ideal verification strategy. In this paper, we extend the previous work to include actual observed verification issues and experimental results. We analyze the historical experimental issues with regard to cause, impact and optimum verification detection strategy. The results of this experimental analysis are compared to the theoretical results, with differences and agreement noted. Finally, we use theoretical and experimental results to propose an optimized RET verification strategy to meet the user requirements of 45nm development and the differing requirements of 65nm volume production.
Software Quality Assurance (1984)

This paper describes the status of software quality assurance as a relatively new and autonomous field. The history of its development from hardware quality assurance programs is discussed, current methods are reviewed, and future directions are indicated.
Heart Rate: Is It Truly a Vital Sign? (2007)

Heart rate alone is not sufficient to determine the need for emergent interventions for hemorrhage. Although tachycardia may still indicate need for emergent intervention in the trauma patient, its absence should not allay such concern.
Polarization of the <i>C. elegans</i> zygote proceeds via distinct establishment and maintenance phases (2003)

Polarization of the C. elegans zygote along the anterior-posterior axis depends on cortically enriched (PAR) and cytoplasmic (MEX-5/6) proteins, which function together to localize determinants (e.g. PIE-1) in response to a polarizing cue associated with the sperm asters. Using time-lapse microscopy and GFP fusions, we have analyzed the localization dynamics of PAR-2, PAR-6, MEX-5, MEX-6 and PIE-1 in wild-type and mutant embryos. These studies reveal that polarization involves two genetically and temporally distinct phases. During the first phase (establishment), the sperm asters at one end of the embryo exclude the PAR-3/PAR-6/PKC3 complex from the nearby cortex, allowing the ring finger protein PAR-2 to accumulate in an expanding 'posterior' domain. Onset of the establishment phase involves the non-muscle myosin NMY-2 and the 14-3-3 protein PAR-5. The kinase PAR-1 and the CCCH finger proteins MEX-5 and MEX-6 also function during the establishment phase in a feedback loop to regulate growth of the posterior domain. The second phase begins after pronuclear meeting, when the sperm asters begin to invade the anterior. During this phase (maintenance), PAR-2 maintains anterior-posterior polarity by excluding the PAR-3/PAR-6/PKC3 complex from the posterior. These findings provide a model for how PAR and MEX proteins convert a transient asymmetry into a stably polarized axis.
Evaluation and treatment of postconcussive symptoms (2002)

Postconcussive symptoms such as headache, dizziness, irritability, and difficulties with memory and attention are reported frequently after traumatic brain injuries (TBI) of all severities. The etiology of these symptoms in individuals with mild TBI has been a subject of some controversy with theories ranging from neural damage to malingering. Furthermore, although the term postconcussive syndrome is commonly used clinically and in the scientific literature, it is not clear that postconcussive symptoms constitute a syndrome per se. Instead, it may be the case that the various symptoms that commonly co-occur after TBI are relatively independent consequences of a single neurological event. In other words, because the locations and severity of injury vary between individuals despite ostensibly similar injuries, it follows that there should be variations in symptom type and severity between individuals as well. This article reviews the sequelae and natural course of recovery from mild TBI, the evidence regarding both persistent postconcussive symptoms and the postconcussive syndrome, and outlines an approach to the assessment and treatment of individuals with these symptoms after TBI.
A sensitive lateral flow test strip based on silica nanoparticle/CdTe quantum dot composite reporter probes (2012)

Novel silica nanoparticle/CdTe quantum dot (QD) composite probes were prepared and used as reporters in fluorescent lateral flow test strips. When α-fetoprotein (AFP) was used as a model analyte, the results indicated that the fluorescent test strips were at least 10 times more sensitive than conventional gold-based test strips.
Reinforcement of Pancreticojejunostomy Using Polyglycolic Acid Mesh and Fibrin Glue Sealant (2010)

This retrospective single-center study showed that reinforcement of PJ anastomosis using PGA mesh and fibrin glue provided no significant benefit in reducing the frequency of POPF.
Air-leak management after upper lobectomy in patients with fused fissure and chronic obstructive pulmonary disease: a pilot trial comparing sealant and standard treatment (2009)

A pilot trial to compare the efficacy of two different procedures to prevent postoperative air-leak in chronic obstructive pulmonary disease (COPD) patients submitted to upper lobectomy for non-small cell lung cancer. Sixty patients with COPD and lung cancer at the upper pulmonary lobes eligible for lobectomy were enrolled and randomly assigned either to standard treatment (ST) with stapling device or to electrocautery dissection and application of a collagen patch coated with human fibrinogen and thrombin (TachoSil) (experimental treatment [ET]) for the intra-operative completion of their fused fissures. Thirty patients were enrolled in each group during a three-year period. Preoperative characteristics were similar between the two groups. Statistically significant reduction of air-leak was registered in the ET group when overall incidence of postoperative air-leak (55% vs. 96%; P=0.03), postoperative air-leak (mean 1.63+/-1.96 vs. 4.33+/-4.12 days; P=0.0018), chest-drain (mean 3.53+/-1.59 vs. 5.90+/-3.72 days; P=0.0021) and hospital stay duration (mean 5.87+/-1.07 vs. 7.50+/-3.20 days; P=0.01) were considered. The use of TachoSil to prevent postoperative air-leak after interlobar fissure completion in patients with COPD submitted to upper lobectomy seems to be safe and more effective than the ST based on stapling device application.
How Does Brand-related User-generated Content Differ across YouTube, Facebook, and Twitter? (2012)

This study tests hypotheses regarding differences in brand-related user-generated content (UGC) between Twitter (a microblogging site), Facebook (a social network) and YouTube (a content community). It tests them using data from a content analysis of 600 UGC posts for two retail-apparel brands (Lululemon and American Apparel), which differ in the extent to which they manage social media proactively. Comparisons are drawn across six dimensions of UGC; the dimensions were drawn from a priori reading and an inductive analysis of brand-related UGC. This research provides a general framework for comparing brand-related UGC, and helps us to better understand how particular social media channels and marketing strategies may influence consumer-produced brand communications.
The Effects of Tibial Rotation on Posterior Translation in Knees in Which the Posterior Cruciate Ligament Has Been Cut (2001)

After the posterior cruciate and meniscofemoral ligaments had been cut, posterior laxity was significantly decreased by both internal and external rotation of the tibia. Internal tibial rotation resulted in significantly less laxity than external tibial rotation did at 60 degrees and 90 degrees of knee flexion.
A Quantitative Enzyme Immunoassay for IgM Rheumatoid Factor Using Human Immunoglobulin G as Substrate (1980)

A quantitative "sandwich" enzyme-immunoassay for IgM rheumatoid factor (RF) using human immunoglobulin G as substrate covalently bound to small plastic discs is described. The findings indicate that it is a simple, sensitive, reproducible, and specific method for measuring RF activity. Test results are reported in IU/ml on the basis of the World Health Organization reference RF serum, permitting standardized reporting of this determination between laboratories using this method. Interassay and interlaboratory variability of results are less than 7%. The enzyme-linked immunosorbent assay (ELISA) results correlated well with those found by latex and bentonite flocculation titrations. A number of ELISA RF-positive specimens that were latex-negative and/or Waaler-Rose-negative were confirmed positive by inhibition of the assay with soluble aggregated human IgG, but not with nonaggregated human IgG. Comparison was made between ELISA RF results when using goat or human IgG as substrate. Human IgG was usually more reactive with RFs than was goat IgG.
Aberrant Mitochondrial Homeostasis in the Skeletal Muscle of Sedentary Older Adults (2010)

The role of mitochondrial dysfunction and oxidative stress has been extensively characterized in the aetiology of sarcopenia (aging-associated loss of muscle mass) and muscle wasting as a result of muscle disuse. What remains less clear is whether the decline in skeletal muscle mitochondrial oxidative capacity is purely a function of the aging process or if the sedentary lifestyle of older adult subjects has confounded previous reports. The objective of the present study was to investigate if a recreationally active lifestyle in older adults can conserve skeletal muscle strength and functionality, chronic systemic inflammation, mitochondrial biogenesis and oxidative capacity, and cellular antioxidant capacity. To that end, muscle biopsies were taken from the vastus lateralis of young and age-matched recreationally active older and sedentary older men and women (N = 10/group; female symbol = male symbol). We show that a physically active lifestyle is associated with the partial compensatory preservation of mitochondrial biogenesis, and cellular oxidative and antioxidant capacity in skeletal muscle of older adults. Conversely a sedentary lifestyle, associated with osteoarthritis-mediated physical inactivity, is associated with reduced mitochondrial function, dysregulation of cellular redox status and chronic systemic inflammation that renders the skeletal muscle intracellular environment prone to reactive oxygen species-mediated toxicity. We propose that an active lifestyle is an important determinant of quality of life and molecular progression of aging in skeletal muscle of the elderly, and is a viable therapy for attenuating and/or reversing skeletal muscle strength declines and mitochondrial abnormalities associated with aging.
Toward Reducing Observer Metamerism in Industrial Applications: Colorimetric Observer Categories and Observer Classification (2010)

The variability among color-normal observers poses a challenge to modern display colorimetry because of their peaky primaries. But such devices also hold the key to a future solution to this issue. In this paper, we present a method for deriving seven distinct colorimetric observer categories, and also a method for classifying individual observers as belonging to one of these seven categories. Five representative L, M and S cone fundamentals (a total of 125 combinations) were derived through a cluster analysis on the combined set of 47-observer data from 1959 Stiles-Burch study, and 61 color matching functions derived from the CIE 2006 model corresponding to 20-80 age parameter range. From these, a reduced set of seven representative observers were derived through an iterative algorithm, using several predefined criteria on perceptual color differences (delta E*00) with respect to actual color matching functions of the 47 Stiles-Burch observers, computed for the 240 Colorchecker samples viewed under D65 illumination. Next, an observer classification method was implemented using two displays, one with broad-band primaries and the other with narrow-band primaries. In paired presentations on the two displays, eight color-matches corresponding to the CIE 10° standard observer and the seven observer categories were shown in random sequences. Thirty observers evaluated all eight versions of fifteen test colors. For majority of the observers, only one or two categories consistently produced either acceptable or satisfactory matches for all colors. The CIE 10° standard observer was never selected as the most preferred category for any observer, and for six observers, it was rejected as an unacceptable match for more than 50% of the test colors. The results show that it is possible to effectively classify real, color-normal observers into a small number of categories, which in certain application contexts, can produce perceptibly better color matches for many observers compared to the matches predicted by the CIE 10° standard observer.
Effect of boron on the deep donors (<i>D</i> <i>X</i> centers) in GaAs:Si (1989)

We found that, when boron was introduced into GaAs:Si, the deep donors induced by pressure exceeding 20 kbar reported previously by M. Mizuta, M. Tachikawa, H. Kukimoto, and S. Minomura [J. Appl. Phys. 24, L143 (1985)] disappeared while new donor levels with reduced binding energies and capture barrier heights appeared. It is proposed that B atoms paired up with Si donor atoms and the resultant change in the short-range potential of the Si donor atoms depressed the capture barrier height of the pressure-induced deep donor.
The relationship between the distribution of electronic states and the optical absorption spectrum of an amorphous semiconductor: An empirical analysis (1997)

An elementary empirical model for the distribution of electronic states of an amorphous semiconductor is presented. Using this model, we determine the functional form of the optical absorption spectrum, focusing our analysis on the joint density of states function, which dominates the absorption spectrum over the range of photon energies we consider. Applying our optical absorption results, we then determine how the empirical measures commonly used to characterize the absorption edge of an amorphous semiconductor, such as the Tauc gap and the absorption tail breadth, are related to the parameters that characterize the underlying distribution of electronic states. We, thus, provide the experimentalist with a quantitative means of interpreting the physical significance of their optical absorption data.