LLukas22/scidocs huggingface dataset:
Eyeriss: A Spatial Architecture for Energy-Efficient Dataflow for Convolutional Neural Networks

Deep convolutional neural networks (CNNs) are widely used in modern AI systems for their superior accuracy but at the cost of high computational complexity. The complexity comes from the need to simultaneously process hundreds of filters and channels in the high-dimensional convolutions, which involve a significant amount of data movement. Although highly-parallel compute paradigms, such as SIMD/SIMT, effectively address the computation requirement to achieve high throughput, energy consumption still remains high as data movement can be more expensive than computation. Accordingly, finding a dataflow that supports parallel processing with minimal data movement cost is crucial to achieving energy-efficient CNN processing without compromising accuracy. In this paper, we present a novel dataflow, called row-stationary (RS), that minimizes data movement energy consumption on a spatial architecture. This is realized by exploiting local data reuse of filter weights and feature map pixels, i.e., activations, in the high-dimensional convolutions, and minimizing data movement of partial sum accumulations. Unlike dataflows used in existing designs, which only reduce certain types of data movement, the proposed RS dataflow can adapt to different CNN shape configurations and reduces all types of data movement through maximally utilizing the processing engine (PE) local storage, direct inter-PE communication and spatial parallelism. To evaluate the energy efficiency of the different dataflows, we propose an analysis framework that compares energy cost under the same hardware area and processing parallelism constraints. Experiments using the CNN configurations of AlexNet show that the proposed RS dataflow is more energy efficient than existing dataflows in both convolutional (1.4× to 2.5×) and fully-connected layers (at least 1.3× for batch size larger than 16). The RS dataflow has also been demonstrated on a fabricated chip, which verifies our energy analysis.
Sleep education during pregnancy for new mothers

BACKGROUND
There is a high association between disturbed (poor quality) sleep and depression, which has lead to a consensus that there is a bidirectional relationship between sleep and mood. One time in a woman's life when sleep is commonly disturbed is during pregnancy and following childbirth. It has been suggested that sleep disturbance is another factor that may contribute to the propensity for women to become depressed in the postpartum period compared to other periods in their life. Post Natal Depression (PND) is common (15.5%) and associated with sleep disturbance, however, no studies have attempted to provide a sleep-focused intervention to pregnant women and assess whether this can improve sleep, and consequently maternal mood post-partum. The primary aim of this research is to determine the efficacy of a brief psychoeducational sleep intervention compared with a control group to improve sleep management, with a view to reduce depressive symptoms in first time mothers.


METHOD
This randomised controlled trial will recruit 214 first time mothers during the last trimester of their pregnancy. Participants will be randomised to receive either a set of booklets (control group) or a 3 hour psychoeducational intervention that focuses on sleep. The primary outcomes of this study are sleep-related, that is sleep quality and sleepiness for ten months following the birth of the baby. The secondary outcome is depressive symptoms. It is hypothesised that participants in the intervention group will have better sleep quality and sleepiness in the postpartum period than women in the control condition. Further, we predict that women who receive the sleep intervention will have lower depression scores postpartum compared with the control group.


DISCUSSION
This study aims to provide an intervention that will improve maternal sleep in the postpartum period. If sleep can be effectively improved through a brief psychoeducational program, then it may have a protective role in reducing maternal postpartum depressive symptoms.


REGISTRATION DETAILS
This trial is registered with the Australian New Zealand Clinical Trials Register under the registration number ACTRN12611000859987
An Economic Model for Self-Tuned Cloud Caching

Cloud computing, the new trend for service infrastructures requires user multi-tenancy as well as minimal capital expenditure. In a cloud that services large amounts of data that are massively collected and queried, such as scientific data, users typically pay for query services. The cloud supports caching of data in order to provide quality query services. User payments cover query execution costs and maintenance of cloud infrastructure, and incur cloud profit. The challenge resides in providing efficient and resource-economic query services while maintaining a profitable cloud. In this work we propose an economic model for self-tuned cloud caching targeting the service of scientific data. The proposed economy is adapted to policies that encourage high-quality individual and overall query services but also brace the profit of the cloud. We propose a cost model that takes into account all possible query and infrastructure expenditure. The experimental study proves that the proposed solution is viable for a variety of workloads and data.
Balanced and Unbalanced Voltage Sag Mitigation Using DSTATCOM with Linear and Nonlinear Loads

DSTATCOM is one of the equipments for voltage sag mitigation in power systems. In this paper a new control method for balanced and unbalanced voltage sag mitigation using DSTATCOM is proposed. The control system has two loops in order to regulate compensator current and load voltage. Delayed signal cancellation has been used for sequence separation. The compensator should protect sensitive loads against different types of voltage sag. Performance of the proposed method is investigated under different types of voltage sags for linear and nonlinear loads. Simulation results show appropriate operation of the proposed control system. Keywords—Custom power, power quality, voltage sag mitigation, current vector control.
Anti-hyperglycemic Effects of Vaccinium arctostaphylos L. Fruit and Leaf Extracts in Alloxan-Induced Diabetic Rats

Background: Vaccinium arctostaphylos L. (Caucasian whortleberry) fruit is used as an antihyperglycemic agent for treatment of diabetes mellitus. Objective: The effects of whortleberry fruit and leaf extracts on the blood levels of fasting glucose, HbA1c (glycosylated hemoglobin), insulin, creatinine and liver enzymes SGOT and SGPT in alloxan-diabetic rats as well as LD50s of the extracts in rats were studied. Methods: The effects of 2 months daily gavage of each extract at the doses of 250 mg/kg, 500 mg/kg and 1000 mg/kg on the parameters after single alloxan intraperitoneal injection at a dose of 125 mg/kg in the rats were evaluated. To calculate LD50 (median lethal dose), each extract was gavaged to groups of 30 healthy male and female Wistar rats at various doses once and the number of dead animals in each group within 72 hours was determined. Results: Alloxan injection resulted in significant increase of fasting glucose and HbA1c levels but decreased insulin levels significantly. Oral administration of whortleberry fruit and leaf extracts (each at the doses of 250, 500 and 1000 mg/kg) significantly reduced the fasting glucose and HbA1c levels but significantly increased the insulin levels without any significant effects on the SGOT, SGPT and creatinine levels in the diabetic rats compared with the control diabetic rats. The LD50s of the extracts were more than 15 g/kg. Conclusion: Whortleberry fruits and leaves may have anti-hyperglycemic and blood insulin level elevating effects without hepatic and renal toxicities in the alloxan-diabetic rats and are relatively nontoxic in rats.
Resource allocation neural network in portfolio selection

Portfolio selection is a resource allocation problem in a finance market. The investor’s asset optimization requires the distribution of a set of capital (resources) among a set of entities (assets) with the trade-off between risk and return. The ANN with nonlinear capability is proven to solve a large-scale complex problem effectively. It is suitable to solve NP-hard resource allocation problem. However, the traditional ANN model cannot guarantee the summation of produced investment weight always preserves 100% in output layer. This article introduces a resource allocation neural network model to optimize investment weight of portfolio. This model will dynamically adjust the investment weight as a basis of 100% of summing all of asset weights in the portfolio. The experimental results demonstrate the feasibility of optimal investment weights and superiority of ROI of buy-and-hold trading strategy compared with benchmark Taiwan Stock Exchange (TSE). 2007 Elsevier Ltd. All rights reserved.
ifcXMLNetwork : A Visual Interface for Exploring and Understanding ifcXML Data

IFC (Industry Foundation Classes) is a data model developed by the International Alliance for Interoperability and is used for modelling in the building industry. IfcXML is its XML specification [1, 4]. IFC files can downloaded from building models created in Autodesk Revit [2]. Autodesk Revit is a Building information modelling (BIM) [3] software for architects, structural engineers, MEP engineers, designers and contractors. IFC/ifcXML specifications based convertors can be used to convert IFC to ifcXML [4, 5]. Besides IFC, there are other standards that building data can be exported into such as Microsoft Access, gbXML or DWL. But it is seen that ifcXML contains information not supported by other standards [1], so it is preferred. There are many challenges with ifcXML data. Compared to other standards, it is big and has the most complex schema.
Effect of a long-term oral l-arginine supplementation on glucose metabolism: a randomized, double-blind, placebo-controlled trial.

AIM
This study assessed the efficacy of long-term l-arginine (l-arg) therapy in preventing or delaying type 2 diabetes mellitus.


METHODS
A mono-centre, randomized, double-blind, parallel-group, placebo-controlled, phase III trial (l-arg trial) was conducted on 144 individuals affected by impaired glucose tolerance (IGT) and metabolic syndrome (MS). l-Arg/placebo was administered (6.4 g/day) on a background structured lifestyle intervention for 18 months plus a 12-month extended follow-up period after study drug termination. Fasting glucose levels and glucose tolerance after oral glucose tolerance test were evaluated throughout the study.


RESULTS
After 18 months, l-arg as compared with placebo did not reduce the cumulative incidence of diabetes [21.4 and 20.8%, respectively, hazard ratio (HR), 1.04; 95% confidence interval (CI), 0.58-1.86] while the cumulative probability to become normal glucose tolerant (NGT) increased (42.4 and 22.1%, respectively, HR, 2.60; 95% CI, 1.51-4.46, p < 0.001). The higher cumulative probability to become of NGT was maintained during the extended period in subjects previously treated with l-arg (HR, 3.21; 95% CI, 1.87-5.51; p < 0.001). At the end of the extended period, the cumulative incidence of diabetes in subjects previously treated with l-arg was reduced as compared with placebo (27.2 and 47.1%, respectively, HR, 0.42; 95% CI, 0.24-0.75, p < 0.05). During both periods, l-arg significantly improved insulin sensitivity and β-cell function.


CONCLUSION
Among persons with IGT and MS, the supplementation of l-arg for 18 months does not significantly reduce the incidence of diabetes but does significantly increase regression to NGT.
New Forms of Intercultural Communication in a Globalized World

Communication is the basic concept in explaining globalization. Globalization can be observed as the worldwide expansion of a functionally differentiated European society through intercultural communication. In this society, since the 17th century, intercultural communication has assumed the form of a modernist ethnocentrism based on values such as knowledge, pluralism and individualism. During the 20th century, historical changes created the necessity for new forms of intercultural communication. In the last decade of that century, a transcultural form of communication based on dialogue was proposed as a basis for cross-cultural adaptation, a creation of multicultural identities and a construction of a hybrid multicultural society. However, this transcultural form creates paradoxes and difficulties in intercultural communication, mixing the preservation of cultural difference with the search for synthesis. Consequently, a new form of intercultural dialogue, dealing with incommensurable differences and managing conflicts, is needed to create coordination among different cultural perspectives.
Correspondence measures for MT evaluation.

The paper presents a descriptive model for measuring the salient traits and tendencies of a translation as compared with the source text. We present some results from applying the model to the texts of the Linköping Translation Corpus (LTC) that have been produced by different kinds of translation aids, and discuss its application to MT evaluation.
Direct measurement of Criegee intermediate (CH2OO) reactions with acetone, acetaldehyde, and hexafluoroacetone.

Criegee biradicals, i.e., carbonyl oxides, are critical intermediates in ozonolysis and have been implicated in autoignition chemistry and other hydrocarbon oxidation systems, but until recently the direct measurement of their gas-phase kinetics has not been feasible. Indirect determinations of Criegee intermediate kinetics often rely on the introduction of a scavenger molecule into an ozonolysis system and analysis of the effects of the scavenger on yields of products associated with Criegee intermediate reactions. Carbonyl species, in particular hexafluoroacetone (CF(3)COCF(3)), have often been used as scavengers. In this work, the reactions of the simplest Criegee intermediate, CH(2)OO (formaldehyde oxide), with three carbonyl species have been measured by laser photolysis/tunable synchrotron photoionization mass spectrometry. Diiodomethane photolysis produces CH(2)I radicals, which react with O(2) to yield CH(2)OO + I. The formaldehyde oxide is reacted with a large excess of a carbonyl reactant and both the disappearance of CH(2)OO and the formation of reaction products are monitored. The rate coefficient for CH(2)OO + hexafluoroacetone is k(1) = (3.0 ± 0.3) × 10(-11) cm(3) molecule(-1) s(-1), supporting the use of hexafluoroacetone as a Criegee-intermediate scavenger. The reactions with acetaldehyde, k(2) = (9.5 ± 0.7) × 10(-13) cm(3) molecule(-1) s(-1), and with acetone, k(3) = (2.3 ± 0.3) × 10(-13) cm(3) molecule(-1) s(-1), are substantially slower. Secondary ozonides and products of ozonide isomerization are observed from the reactions of CH(2)OO with acetone and hexafluoroacetone. Their photoionization spectra are interpreted with the aid of quantum-chemical and Franck-Condon-factor calculations. No secondary ozonide was observable in the reaction of CH(2)OO with acetaldehyde, but acetic acid was identified as a product under the conditions used (4 Torr and 293 K).
Improving health-related quality of life of patients with chronic heart failure: effects of relaxation therapy.

AIM
This paper is a report of a study conducted to examine the effects of a relaxation training programme on the health-related quality of life of Chinese patients with chronic heart failure.


BACKGROUND
Despite the substantial evidence indicating the beneficial effects of relaxation therapy on the health-related quality of life of various cardiac populations, the value of this intervention in patients with chronic heart failure remains uncertain. Even less is known about its therapeutic effects in Chinese culture.


METHOD
A total of 121 Chinese patients with chronic heart failure and over 60 years of age were recruited in 2002-2003 and randomly allocated to a relaxation training programme (n = 59) or an attention-control intervention (n = 62). The training included two relaxation training sessions, one skill revision workshop, twice daily relaxation self-practice and biweekly telephone follow-up. The World Health Organization Quality of Life questionnaire was completed at hospital discharge and at the 8th and 14th weeks after discharge.


RESULTS
Repeated measures analysis of covariance indicated that those who attended the relaxation training programme reported statistically significantly greater improvement in psychological (P = 0.007, eta(2) = 0.043) and social (P = 0.016, eta(2) = 0.035) health-related quality of life than those who received the attention-control intervention over the evaluative period. Comparing outcomes at timepoints showed that the statistically significant group differences in the improvement of psychological and social health-related quality of life occurred mainly during the first evaluative endpoints.


CONCLUSION
Relaxation techniques are beneficial to the emotional and social health-related quality of life of Chinese patients with chronic heart failure. Combining this intervention with other treatment modalities may produce a more substantial improvement in their health-related quality of life.
Reliability and validity of a self-reported measure of medication adherence in patients with type 2 diabetes mellitus in Korea.

OBJECTIVE
This study examined the psychometric properties of the Korean version of the eight-item Morisky Medication Adherence Scale (MMAS-8) to measure adherence to diabetes medication in patients with type 2 diabetes mellitus.


METHODS
The English version of the MMAS-8 was translated into Korean and administered to patient with type 2 diabetes mellitus via face-to-face interviews, conducted by an independent interviewer. Patient characteristics and glycosylated haemoglobin (HbA1c) levels were assessed at the same clinic visit. A proportion of patients was randomly selected for 2-week test-retest reliability via telephone interviews. Convergent validity of the MMAS-8 against a four-item MMAS, correlations with HbA1c levels and construct validity of the MMAS-8 were evaluated.


RESULTS
In total, 317 patients were included; 70 completed the 2-week test-retest interview. Internal consistency reliability was moderate and test-retest reliability of the MMAS-8 was excellent, although a ceiling effect was detected. Good convergent validity was shown by the high correlation of the new scale scores with the original MMAS-4. A significant association was found between MMAS-8 scores and HbA1c levels. Using glycaemic control as a gold standard, sensitivity was 74.1% and specificity was 38.3%. Explanatory factor analysis identified three dimensions of the scale.


CONCLUSIONS
In light of acceptable reliability and validity, the MMAS-8 is a simple and quick method for the assessment of medication adherence among patient with type 2 diabetes mellitus, in a busy clinic setting.
Timing of antiretroviral therapy and regimen for HIV-infected patients with tuberculosis: the effect of revised HIV guidelines in Malawi

BACKGROUND
In July 2011, the Malawi national HIV program implemented the integrated antiretroviral therapy (ART) and prevention of mother-to-child transmission (PMTCT) guidelines. Among the principle goals of the guidelines were increasing ART uptake among TB/HIV co-infected patients and treating TB/HIV patients with a different drug regimen. We, therefore, assessed the effects of the new guidelines on ART uptake, the factors associated with ART uptake and the frequency of ARV-related adverse events in TB/HIV co-infected patients.


METHODS
This was an observational cohort study using routine program data. All ART-naïve adult TB/HIV co-infected patients starting TB treatment over the six months preceding and following implementation of 2011 integrated ART/PMTCT guidelines were included.


RESULTS
A total of 685 adult TB/HIV co-infected patients were registered in the study; 377 (55%) before and 308 (45%) after the implementation of the new guidelines. ART uptake increased from 70% (240/308) before implementation of the new guidelines to 78% (262/377) after the inception of the new guidelines (P=0.013). The proportion of TB patients initiating ART within two weeks of starting TB treatment increased from 30% before implementation of the new guidelines to 46% after implementation of the new guidelines (p <0.001). The median time from the start of TB treatment to ART initiation dropped from 16 days (IQR 14-31) before the new guidelines to 14 days (IQR 9-20; p = 0.004) after implementing the new guidelines. Factors associated with ART uptake were enrolment in HIV care before starting TB treatment and being a retreatment TB patient. The overall frequency of ARV-related adverse events was higher in patients on d4T/3TC/NVP (35%) than those on TDF/3TC/EFV (25%) but not significantly different (P=0.052).


CONCLUSION
Implementation of the 2011 Malawi Integrated ART/PMTCT guidelines was associated with an overall increase in ART uptake among TB/HIV patients and with an increase in the number of patients initiating ART within two weeks of starting their TB treatment. However, the reduction in time between initiating TB treatment and starting ART was small suggesting that further measures must be implemented to facilitate ART uptake. Early enrolment in HIV care provides opportunities for timely ART initiation among TB patients.
Active Visual Inference of Surface Shape

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Topical treatment of mild to moderate plaque psoriasis with 0.3% tacrolimus gel and 0.5% tacrolimus cream: the effect on SUM score, epidermal proliferation, keratinization, T-cell subsets and HLA-DR expression.

BACKGROUND
Tacrolimus gel 0.3% and tacrolimus cream 0.5% were studied and compared with calcipotriol ointment 0.005%, as topical treatment for mild to moderate plaque psoriasis. Tacrolimus is able to inhibit several cellular processes thought to be important in the pathogenesis of psoriasis, e.g. the transcription of proinflammatory cytokines, keratinocyte hyperproliferation and the expression of HLA-DR in lesional psoriatic skin.


METHOD
In the present study we investigated the effects of preparations of tacrolimus and calcipotriol ointment on SUM score, hyperproliferation (Ki67-positive keratinocytes), keratinization (percentage keratin 10 (K10)-positive epidermal surface), T-cell subsets (CD4, CD8, CD45RO, CD45RA, CD2, CD25), cells expressing natural killer receptors and HLA-DR expression. The following three topical treatments were studied in chronic plaque psoriasis over a 12-week treatment period: calcipotriol ointment 0.005% twice daily, tacrolimus gel 0.3% twice daily and tacrolimus cream 0.5% twice daily.


RESULTS
The mean reductions in SUM score between day 0 and week 12 for calcipotriol ointment, tacrolimus gel and cream were significant. Calcipotriol ointment, and tacrolimus gel and cream had a comparable effect on epidermal proliferation (Ki67-positive cells), but calcipotriol is significantly more effective in normalizing differentiation (K10-positive epidermal surface). Calcipotriol and tacrolimus gel both reduced several lesional T-cell subsets significantly, whereas the effect induced by tacrolimus cream was modest.


CONCLUSIONS
Calcipotriol and tacrolimus gel are comparable in reducing the SUM score, the number of Ki67-positive cells and T-cell subsets and HLA-DR expression, although calcipotriol induces a more substantial improvement of keratinization.