gebhart/patrepeval huggingface dataset:
SVM-based audio classification for instructional video analysis (2004)

Automatic content analysis and annotation for efficient search and browsing of topics in instructional videos are current challenges in the management of e-learning content repositories. This paper presents our current work on classifying the soundtrack of instructional videos into seven distinct audio classes using the support vector machine (SVM) technology. The classification results are then used to partition a video into homogeneous audio segments, which forms the fundamental basis for its higher-level content analysis and exploration. Initial experiments carried out on three education and four training videos totalling 185 minutes have yielded an average 97.9% classification accuracy. The performance comparisons between the SVM-based, the decision tree (DT)-based and the threshold-based audio classification schemes further demonstrates the superiority of the proposed scheme.
Photoassisted electrolysis of water by ultraviolet irradiation of an antimony doped stannic oxide electrode (1976)

ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTPhotoassisted electrolysis of water by ultraviolet irradiation of an antimony doped stannic oxide electrodeMark S. Wrighton, David L. Morse, Arthur B. Ellis, David S. Ginley, and Harmon B. AbrahamsonCite this: J. Am. Chem. Soc. 1976, 98, 1, 44–48Publication Date (Print):January 1, 1976Publication History Published online1 May 2002Published inissue 1 January 1976https://pubs.acs.org/doi/10.1021/ja00417a009https://doi.org/10.1021/ja00417a009research-articleACS PublicationsRequest reuse permissionsArticle Views499Altmetric-Citations106LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail Other access optionsGet e-Alertsclose Get e-Alerts
PK 11195 attenuates kainic acid‐induced seizures and alterations in peripheral‐type benzodiazepine receptor (PBR) protein components in the rat brain (2002)

Peripheral-type benzodiazepine receptors (PBR) are located in glial cells in the brain and in peripheral tissues. Mitochondria form the primary location for PBR. Functional PBR appear to require at least three components: an isoquinoline binding protein, a voltage-dependent anion channel, and an adenine nucleotide carrier. In the present study, rats received intraperitoneal kainic acid injections, which are known to cause seizures, neurodegeneration, hyperactivity, gliosis, and a fivefold increase in PBR ligand binding density in the hippocampus. In the forebrain of control rats, hippocampal voltage-dependent anion channel and adenine nucleotide carrier abundance was relatively low, while isoquinoline binding protein abundance did not differ between hippocampus and the rest of the forebrain. One week after kainic acid injection, isoquinoline binding protein abundance was increased more than 20-fold in the hippocampal mitochondrial fraction. No significant changes were detected regarding hippocampal voltage-dependent anion channel and adenine nucleotide carrier abundance. Pre-treatment with the isoquinoline PK11195, a specific PBR ligand, attenuated the occurrence of seizures, hyperactivity, and increases in isoquinoline binding protein levels in the hippocampus, which usually follow kainic acid application. These data suggest that isoquinoline binding protein may be involved in these effects of kainic acid injections.
Polyvinylpyrrolidone–polydimethylsiloxane amphiphilic co‐networks: Synthesis, characterization, and perm‐selective behavior (2015)

ABSTRACT An amphiphilic co‐network (APCN) membrane has been synthesized through end‐crosslinking of amphiphilic grafts of polyvinylpyrrolidone (PVP) backbone carrying polydimethylsiloxane (PDMS) branches fitted with terminal vinylsilyl groups via free radical polymerization. The synthesis strategy has been carried out by the free radical polymerization of N‐vinylpyrrolidone (VP) with methacrylate allyl terminated polydimethylsiloxane (MA‐PDMS‐V) and dimethacrylate terminated polydimethylsiloxane (MA‐PDMS‐MA) to form a soluble graft consisting of PVP main chains carrying vinyl terminated PDMS branches, which is crosslinked with polymethylhydrosiloxane through hydrosilylation. The resulting APCN membrane exhibited a combination of unique properties, that is, high transparency, high mechanical properties, and high permeation rate to inulin. Notably, the mechanical properties and inulin permeability of fabric‐support APCN membrane were higher than that of pure APCN membrane. As a result of their unique performance, the resulting APCN membranes showed a wide range of potential applications in drug release vectors, soft contact lenses, and biomedical separation materials. © 2015 Wiley Periodicals, Inc. J. Appl. Polym. Sci. 2016 , 133 , 42985.
Quantum learning robust against noise (2015)

Noise is often regarded as anathema to quantum computation, but in some settings it can be an unlikely ally. We consider the problem of learning the class of $n$-bit parity functions by making queries to a quantum example oracle. In the absence of noise, quantum and classical parity learning are easy and almost equally powerful, both information-theoretically and computationally. We show that in the presence of noise this story changes dramatically. Indeed, the classical learning problem is believed to be intractable, while the quantum version remains efficient. Depolarizing the qubits at the oracle's output at any constant nonzero rate does not increase the computational (or query) complexity of quantum learning more than logarithmically. However, the problem of learning from corresponding classical examples is the learning parity with noise problem, for which the best known algorithms have superpolynomial complexity. This creates the possibility of observing a quantum advantage with a few hundred noisy qubits. The presence of noise is essential for creating this quantum-classical separation.
Neural Coding of Reward-Prediction Error Signals During Classical Conditioning With Attractive Faces (2007)

Attractive faces can be considered to be a form of visual reward. Previous imaging studies have reported activity in reward structures including orbitofrontal cortex and nucleus accumbens during presentation of attractive faces. Given that these stimuli appear to act as rewards, we set out to explore whether it was possible to establish conditioning in human subjects by pairing presentation of arbitrary affectively neutral stimuli with subsequent presentation of attractive and unattractive faces. Furthermore, we scanned human subjects with functional magnetic resonance imaging (fMRI) while they underwent this conditioning procedure to determine whether a reward-prediction error signal is engaged during learning with attractive faces as is known to be the case for learning with other types of reward such as juice and money. Subjects showed changes in behavioral ratings to the conditioned stimuli (CS) when comparing post- to preconditioning evaluations, notably for those CSs paired with attractive female faces. We used a simple Rescorla-Wagner learning model to generate a reward-prediction error signal and entered this into a regression analysis with the fMRI data. We found significant prediction error-related activity in the ventral striatum during conditioning with attractive compared with unattractive faces. These findings suggest that an arbitrary stimulus can acquire conditioned value by being paired with pleasant visual stimuli just as with other types of reward such as money or juice. This learning process elicits a reward-prediction error signal in a main target structure of dopamine neurons: the ventral striatum. The findings we describe here may provide insights into the neural mechanisms tapped into by advertisers seeking to influence behavioral preferences by repeatedly exposing consumers to simple associations between products and rewarding visual stimuli such as pretty faces.
Synthesis and polymerization of 4-(glycidyloxy)-2,2,6,6-tetramethylpiperidine-1-oxyl (1993)

ADVERTISEMENT RETURN TO ISSUEPREVArticleNEXTSynthesis and polymerization of 4-(glycidyloxy)-2,2,6,6-tetramethylpiperidine-1-oxylTakeshi Endo, Keiichi Takuma, Toshikazu Takata, and Chiaki HiroseCite this: Macromolecules 1993, 26, 12, 3227–3229Publication Date (Print):June 1, 1993Publication History Published online1 May 2002Published inissue 1 June 1993https://pubs.acs.org/doi/10.1021/ma00064a039https://doi.org/10.1021/ma00064a039research-articleACS PublicationsRequest reuse permissionsArticle Views702Altmetric-Citations42LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail Other access optionsGet e-Alertsclose Get e-Alerts
The third leg of neurology training (2014)

Comprehensive training of residents should involve the art, science, and business of medicine. In most neurology training programs, the focus is almost exclusively on the first 2 subjects. Limited or no attention is placed on the manner in which neurologists earn a living—effective practice management including proper documentation and coding and methods of billing and reimbursement. This situation is surprising given that academic departments and their leadership are charged with the financial health of their organizations and ensuring their residents succeed after they complete their training. Core competencies for resident education include systems-based practice and interpersonal and communication skills. Both of these areas require accurate documentation, which should contribute to optimal patient care.
Mechanisms of Streptomycin Resistance: Selection of Mutations in the 16S rRNA Gene Conferring Resistance (2001)

Chromosomally acquired streptomycin resistance is frequently due to mutations in the gene encoding the ribosomal protein S12, rpsL. The presence of several rRNA operons (rrn) and a single rpsL gene in most bacterial genomes prohibits the isolation of streptomycin-resistant mutants in which resistance is mediated by mutations in the 16S rRNA gene (rrs). Three strains were constructed in this investigation: Mycobacterium smegmatis rrnB, M. smegmatis rpsL(3+), and M. smegmatis rrnB rpsL(3+). M. smegmatis rrnB carries a single functional rrn operon, i.e., rrnA (comprised of 16S, 23S, and 5S rRNA genes) and a single rpsL+ gene; M. smegmatis rpsL(3+) is characterized by the presence of two rrn operons (rrnA and rrnB) and three rpsL+ genes; and M. smegmatis rrnB rpsL(3+) carries a single functional rrn operon (rrnA) and three rpsL+ genes. By genetically altering the number of rpsL and rrs alleles in the bacterial genome, mutations in rrs conferring streptomycin resistance could be selected, as revealed by analysis of streptomycin-resistant derivatives of M. smegmatis rrnB rpsL(3+). Besides mutations well known to confer streptomycin resistance, novel streptomycin resistance conferring mutations were isolated. Most of the mutations were found to map to a functional pseudoknot structure within the 530 loop region of the 16S rRNA. One of the mutations observed, i.e., 524G-->C, severely distorts the interaction between nucleotides 524G and 507C, a Watson-Crick interaction which has been thought to be essential for ribosome function. The use of the single rRNA allelic M. smegmatis strain should help to elucidate the principles of ribosome-drug interactions.
Effects of lysophosphatidic acids and their structural analogs on arterial blood pressure of cats. (1985)

On intravenous injection into cats, lysophosphatidic acid elicited a biphasic change in arterial blood pressure: sharp hypotension followed immediately by hypertension. Respiration was greatly disturbed immediately after injection of lysophosphatidic acid, and remained stimulated for a long period, and the heart rate increased during the period of hypertension. Unsaturated lysophosphatidic acids were more potent in evoking hypertension than saturated ones. The hypotensive activity of 1-palmitoyl-2-0-acetyl-sn-glycero-3-phosphate was about half that of 1-palmitoyl-2-lyso-sn-glycero-3-phosphate (lysophosphatidic acid). Elongation of the acyl chain at the sn-2-position of the glycerol moiety resulted in progressive reduction in the hypotensive activity. Chemically modified analogs with a head group, such as phosphoryl-methanol, ethanol, propanol and choline, had little or no activity. However, sn-2-acetyl-analogs of lyso-phosphatidyl cholines had hypotensive activity. 1-0-Hexadecyl-2-lyso-sn-glycero-3-phosphate, an alkyl-lyso-phosphatidic acid, had much stronger hypotensive activity than the corresponding acyl-lysophosphatidic acid, like its sn-2-0-acetyl analog. These structure-activity relationships of lysophosphatidic acids indicate the existence of their specific binding sites on cardiovascular cells.
Image‐Guided Endoscopic Surgery: Results of Accuracy and Performance in a Multicenter Clinical Study Using an Electromagnetic Tracking System (1997)

Image-guided surgery has recently been described in the literature as a useful technology for improved functional endoscopic sinus surgery localization. Image-guided surgery yields accurate knowledge of the surgical field boundaries, allowing safer and more thorough sinus surgery. We have previously reviewed our initial experience with The InstaTrak System. This article presents a multicenter clinical study (n=55) that assesses the system's capability for localizing structures in critical surgical sites. The purpose of this paper is to present quantitative data on accuracy and performance. We describe several new advances including an automated registration technique that eliminates the redundant computed tomography scan, compensation for head movement, and the ability to use interchangeable instruments.
Nuclei segmentation via sparsity constrained convolutional regression (2015)

Automated profiling of nuclear architecture, in histology sections, can potentially help predict the clinical outcomes. However, the task is challenging as a result of nuclear pleomorphism and cellular states (e.g., cell fate, cell cycle), which are compounded by the batch effect (e.g., variations in fixation and staining). Present methods, for nuclear segmentation, are based on human-designed features that may not effectively capture intrinsic nuclear architecture. In this paper, we propose a novel approach, called sparsity constrained convolutional regression (SCCR), for nuclei segmentation. Specifically, given raw image patches and the corresponding annotated binary masks, our algorithm jointly learns a bank of convolutional filters and a sparse linear regressor, where the former is used for feature extraction, and the latter aims to produce a likelihood for each pixel being nuclear region or background. During classification, the pixel label is simply determined by a thresholding operation applied on the likelihood map. The method has been evaluated using the benchmark dataset collected from The Cancer Genome Atlas (TCGA). Experimental results demonstrate that our method outperforms traditional nuclei segmentation algorithms and is able to achieve competitive performance compared to the state-of-the-art algorithm built upon human-designed features with biological prior knowledge.
Shape Control in Epitaxial Electrodeposition:  Cu<sub>2</sub>O Nanocubes on InP(001) (2003)

Epitaxial cuprous oxide, Cu2O, nanocrystals are deposited electrochemically onto n-InP(001). The lattice of the Cu2O is rotated 45° around the common [001] axis normal to the substrate plane. The shape of the Cu2O nanocrystals depends on the pH of the solution. Nanopyramids form at pH 9, and nanocubes form at pH 12.
TRPV4 channel participates in receptor-operated calcium entry and ciliary beat frequency regulation in mouse airway epithelial cells (2008)

The rate of mucociliary clearance in the airways is a function of ciliary beat frequency (CBF), and this, in turn, is increased by increases in intracellular calcium. The TRPV4 cation channel mediates Ca(2+) influx in response to mechanical and osmotic stimuli in ciliated epithelia. With the use of a TRPV4-deficient mouse, we now show that TRPV4 is involved in the airways' response to physiologically relevant physical and chemical stimuli. Ciliary TRPV4 expression in tracheal epithelial cells was confirmed with immunofluorescence in TRPV4(+/+) mice. Ciliated tracheal cells from TRPV4(-/-) mice showed no increases in intracellular Ca(2+) and CBF in response to the synthetic activator 4alpha-phorbol 12,13-didecanoate (4alphaPDD) and reduced responses to mild temperature, another TRPV4-activating stimulus. Autoregulation of CBF in response to high viscosity solutions is preserved in TRPV4(-/-) despite a reduced Ca(2+) signal. More interestingly, TRPV4 contributed to an ATP-induced increase in CBF, providing a pathway for receptor-operated Ca(2+) entry but not store-operated Ca(2+) entry as the former mechanism is lost in TRPV4(-/-) cells. Collectively, these results suggest that TRPV4 is predominantly located in the cilia of tracheal epithelial cells and plays a key role in the transduction of physical and chemical stimuli into a Ca(2+) signal that regulates CBF and mucociliary transport. Moreover, these studies implicate the participation of TRPV4 in receptor-operated Ca(2+) entry.
Safety and tolerability of duloxetine in the treatment of patients with fibromyalgia: pooled analysis of data from five clinical trials (2009)

The purpose of this report is to describe the overall safety profile of both short- and longer-term duloxetine treatment of fibromyalgia. Data from four double-blind, randomized, placebo-controlled studies (two with 6-month open-label extension phases) and a 1-year, open-label safety study were included. Safety measures included treatment-emergent adverse events (TEAEs), adverse events leading to discontinuation, serious adverse events (SAEs), clinical laboratory tests, vital signs, and electrocardiograms. The most common TEAEs for short-term treatment with duloxetine were nausea (29.3%), headache (20.0%), dry mouth (18.2%), insomnia (14.5%), fatigue (13.5%), constipation (14.5%), diarrhea (11.6%), and dizziness (11.0%; all p < 0.05 vs. placebo). Most TEAEs emerged early and were mild to moderate in severity. The profile of adverse events in patients enrolled at least 6 months, and for patients in the 1-year study, was similar to that found in the short-term treatment studies, with no new adverse events emerging at a notable rate. About 20% of patients discontinued due to adverse events in the short-term treatment studies and in the 1-year study. SAEs were uncommon, and none occurred at a significantly higher frequency for duloxetine compared with placebo. Mean changes in vital signs and weight were small. Rates of treatment-emergent potentially clinically significant (PCS) vital sign, laboratory, and electrocardiogram measures were low, with only PCS rates of alanine aminotransferase being significantly higher for duloxetine compared with placebo in the placebo-controlled treatment studies. In the 1-year study, four patients (1.1%) had suicide-related behavior. The data provided here summarize short- and long-term safety from five clinical studies in patients treated with duloxetine for fibromyalgia. In addition, postmarketing surveillance continues for adverse events reported with duloxetine in fibromyalgia, as in other indications.
Multiple trans-splicing events are required to produce a mature nad1 transcript in a plant mitochondrion. (1991)

The mitochondrial gene encoding NADH dehydrogenase subunit 1 (nad1) in Petunia hybrida is split into five exons, a, b, c, d, and e. With the use of a complete restriction map of the 443-kb Petunia mitochondrial genome, we have cloned these exons and mapped their location. Exon a is located 130 kb away from and in the opposite orientation from exons b and c. Exon d maps 95 kb away and in the opposite orientation from exons b and c. Exons d and e are separated by 190 kb. By performing the polymerase chain reaction on Petunia cDNAs, we have shown that transcripts from these five exons are joined via a series of cis- and trans-splicing events to create a mature nad1 transcript. In addition, we have found 23 C----U RNA edit sites in Petunia nad1. RNA editing changes 19 of the amino acids predicted by the genomic sequence.
The chemical retro-Bingel reaction: selective removal of bis(alkoxycarbonyl)methano addends from C60 and C70 with amalgamated magnesium (2000)

Bis(alkoxycarbonyl)methano addends are removed from C60 and C70 derivatives by reaction with amalgamated magnesium in dry THF; this facile and selective retro-Bingel reaction, which leaves pyrrolidine rings fused to C60 intact, opens up the possibility of using bis(alkoxycarbonyl)methano addends as protecting and reversible directing groups in the regioselective multiple functionalization of fullerenes.
<i>phenix.model_vs_data</i>: a high-level tool for the calculation of crystallographic model and data statistics (2010)

phenix.model_vs_data is a high-level command-line tool for the computation of crystallographic model and data statistics, and the evaluation of the fit of the model to data. Analysis of all Protein Data Bank structures that have experimental data available shows that in most cases the reported statistics, in particular R factors, can be reproduced within a few percentage points. However, there are a number of outliers where the recomputed R values are significantly different from those originally reported. The reasons for these discrepancies are discussed.