956 research outputs found

    Resonance Production in STAR

    Full text link
    The recent results from resonance production in central Au+Au and p+p collisions at sNN=\sqrt{s_{\rm NN}} = 200 GeV from the STAR experiment at RHIC are presented and discussed.Comment: 7 pages, proceedings 19th Winter Workshop on Nuclear Dynamics, Breckenridge, Colorado, USA, February 8-15, 200

    Cross-Modal Data Programming Enables Rapid Medical Machine Learning

    Full text link
    Labeling training datasets has become a key barrier to building medical machine learning models. One strategy is to generate training labels programmatically, for example by applying natural language processing pipelines to text reports associated with imaging studies. We propose cross-modal data programming, which generalizes this intuitive strategy in a theoretically-grounded way that enables simpler, clinician-driven input, reduces required labeling time, and improves with additional unlabeled data. In this approach, clinicians generate training labels for models defined over a target modality (e.g. images or time series) by writing rules over an auxiliary modality (e.g. text reports). The resulting technical challenge consists of estimating the accuracies and correlations of these rules; we extend a recent unsupervised generative modeling technique to handle this cross-modal setting in a provably consistent way. Across four applications in radiography, computed tomography, and electroencephalography, and using only several hours of clinician time, our approach matches or exceeds the efficacy of physician-months of hand-labeling with statistical significance, demonstrating a fundamentally faster and more flexible way of building machine learning models in medicine

    Establishment of a taxonomic and molecular reference collection to support the identification of species regulated by the Western Australian Prevention List for Introduced Marine Pests

    Get PDF
    Introduced Marine Pests (IMP, = non-indigenous marine species) prevention, early detection and risk-based management strategies have become the priority for biosecurity operations worldwide, in recognition of the fact that, once established, the effective management of marine pests can rapidly become cost prohibitive or impractical. In Western Australia (WA), biosecurity management is guided by the “Western Australian Prevention List for Introduced Marine Pests” which is a policy tool that details species or genera as being of high risk to the region. This list forms the basis of management efforts to prevent introduction of these species, monitoring efforts to detect them at an early stage, and rapid response should they be detected. It is therefore essential that the species listed can be rapid and confidently identified and discriminated from native species by a range of government and industry stakeholders. Recognising that identification of these species requires very specialist expertise which may be in short supply and not readily accessible in a regulatory environment, and the fact that much publicly available data is not verifiable or suitable for regulatory enforcement, the WA government commissioned the current project to collate a reference collection of these marine pest specimens. In this work, we thus established collaboration with researchers worldwide in order to source representative specimens of the species listed. Our main objective was to build a reference collection of taxonomically vouchered specimens and subsequently to generate species-specific DNA barcodes suited to supporting their future identification. To date, we were able to obtain specimens of 75 species (representative of all but four of the pests listed) which have been identified by experts and placed with the WA Government Department of Fisheries and, where possible, in accessible museums and institutions in Australasia. The reference collection supports the fast and reliable taxonomic and molecular identification of marine pests in WA and constitutes a valuable resource for training of stakeholders with interest in IMP recognition in Australia. The reference collection is also useful in supporting the development of a variety of DNA-based detection strategies such as real-time PCR and metabarcoding of complex environmental samples (e.g. biofouling communities). ThePrevention List is under regular review to ensure its continued relevance and that it remains evidence and risk-based. Similarly, its associated reference collection also remains to some extent a work in progress. In recognition of this fact, this report seeks to provide details of this continually evolving information repository publicly available to the biosecurity management community worldwid

    Nuclear Organization and Dynamics of 7SK RNA in Regulating Gene Expression

    Get PDF
    We have identified 7SK RNA to be enriched in nuclear speckles. Knock-down of 7SK results in the mislocalization of nuclear speckle constituents, and the transcriptional up-regulation of a reporter gene locus. 7SK RNA transiently associates with the locus upon transcriptional down-regulation correlating with the displacement of pTEF-b

    Long-range angular correlations on the near and away side in p–Pb collisions at

    Get PDF

    Forward-central two-particle correlations in p-Pb collisions at root s(NN)=5.02 TeV

    Get PDF
    Two-particle angular correlations between trigger particles in the forward pseudorapidity range (2.5 2GeV/c. (C) 2015 CERN for the benefit of the ALICE Collaboration. Published by Elsevier B. V.Peer reviewe

    Event-shape engineering for inclusive spectra and elliptic flow in Pb-Pb collisions at root(NN)-N-S=2.76 TeV

    Get PDF
    Peer reviewe

    Underlying Event measurements in pp collisions at s=0.9 \sqrt {s} = 0.9 and 7 TeV with the ALICE experiment at the LHC

    Full text link

    Predictive value of BI-RADS classification for breast imaging in women under age 50

    Full text link
    In this study, we assessed the positive-predictive value (PPV) of mammography and/or ultrasonography in women age 50 based on recommendations for biopsies and final pathology results. We performed a retrospective analysis of all mammography and ultrasonography reports issued from 9/2005 to 1/2007 resulting in biopsy among women aged 18–50 at a large county hospital. Data included demographics, imaging modality, breast density, type of finding, BI-RADS, and final pathology. Results were compared to women aged >50 at the same institution. Four hundred and seventy-five biopsies in 395 patients were reviewed. The PPV of BI-RADS 3 (n = 11) was 9.1%, BI-RADS 4 (n = 440) 5.9%, and BI-RADS 5 (n = 24) 66.7%. Forty three (9%) were malignant, of which 31 (6.5%) were invasive carcinomas and 12 (2.5%) were noninvasive. None of the biopsies on patients aged <30 were malignant. Recommended biopsies based on mammography alone were malignant in 20.2% (20/99) compared to 3.4% (7/205) for ultrasonography alone, and 8.9% (15/168) for both mammography and ultrasonography. Suspicious calcifications were malignant in 25% compared to 6.8% for masses/nodules and 3.6% for cysts. Lesions larger than 2 cm are more likely to be malignant (11.8%) than lesions between 1 and 2 cm (3.6%) or below 1 cm (4.3%). The PPV of the current screening modalities diminishes markedly in women under the age of 50 and even more below the age of 40. Calcifications and masses larger than 2 cm should be biopsied, but the current BI-RADS criteria may benefit from revision for other findings in young patients
    corecore