346 research outputs found

    Support Vector Machine classification of strong gravitational lenses

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    The imminent advent of very large-scale optical sky surveys, such as Euclid and LSST, makes it important to find efficient ways of discovering rare objects such as strong gravitational lens systems, where a background object is multiply gravitationally imaged by a foreground mass. As well as finding the lens systems, it is important to reject false positives due to intrinsic structure in galaxies, and much work is in progress with machine learning algorithms such as neural networks in order to achieve both these aims. We present and discuss a Support Vector Machine (SVM) algorithm which makes use of a Gabor filterbank in order to provide learning criteria for separation of lenses and non-lenses, and demonstrate using blind challenges that under certain circumstances it is a particularly efficient algorithm for rejecting false positives. We compare the SVM engine with a large-scale human examination of 100000 simulated lenses in a challenge dataset, and also apply the SVM method to survey images from the Kilo-Degree Survey.Comment: Accepted by MNRA

    Kabuliwala

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    A new translation from the Bengali of Rabindranath Tagore's story 'Kabuliwala'

    The Atacama Cosmology Telescope: CO(J = 3 - 2) mapping and lens modeling of an ACT-selected dusty star-forming galaxy

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    We report Northern Extended Millimeter Array (NOEMA) CO(J=32J = 3 - 2) observations of the dusty star-forming galaxy ACT-S\,J020941+001557 at z=2.5528z = 2.5528, which was detected as an unresolved source in the Atacama Cosmology Telescope (ACT) equatorial survey. Our spatially resolved spectral line data support the derivation of a gravitational lens model from 37 independent velocity channel maps using a pixel-based algorithm, from which we infer a velocity-dependent magnification factor μ722\mu \approx 7-22 with a luminosity-weighted mean \left\approx 13. The resulting source-plane reconstruction is consistent with a rotating disk, although other scenarios cannot be ruled out by our data. After correction for lensing, we derive a line luminosity LCO(32)=(5.53±0.69)×1010Kkms1pc2L^{\prime}_{\rm CO(3-2)}= (5.53\pm 0.69) \times 10^{10}\,{\rm \,K\,km\,s^{-1}\,pc^{2}}, a cold gas mass Mgas=(3.86±0.33)×1010MM_{{\rm gas}}= (3.86 \pm 0.33) \times 10^{10}\,M_{\odot}, a dynamical mass Mdynsin2i=3.91.5+1.8×1010MM_{\rm dyn}\,{\rm sin}^2\,i = 3.9^{+1.8}_{-1.5} \times 10^{10}\,M_{\odot}, and a gas mass fraction fgascsc2i=1.00.4+0.8f_{\rm gas}\,{\rm csc}^2\,i = 1.0^{+0.8}_{-0.4}. The line brightness temperature ratio of r3,11.6r_{3,1}\approx 1.6 relative to a Green Bank Telescope CO(J=10J=1-0) detection may be elevated by a combination of external heating of molecular clouds, differential lensing, and/or pointing errors.Comment: 8 pages, 5 figures, accepted to Ap

    Detectability of colorectal neoplasia with fluorine-18-2-fluoro-2-deoxy-D-glucose positron emission tomography and computed tomography (FDG-PET/CT)

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    The purpose of this study was to analyze the detectability of colorectal neoplasia with fluorine-18-2-fluoro-2-deoxy-d-glucose positron emission tomography/computed tomography (FDG-PET/CT). Data for a total of 492 patients who had undergone both PET/CT and colonoscopy were analyzed. After the findings of PET/CT and colonoscopy were determined independently, the results were compared in each of the six colonic sites examined in all patients. The efficacy of PET/CT was determined using colonoscopic examination as the gold standard. In all, 270 colorectal lesions 5 mm or more in size, including 70 pathologically confirmed malignant lesions, were found in 172 patients by colonoscopy. The sensitivity and specificity of PET/CT for detecting any of the colorectal lesions were 36 and 98%, respectively. For detecting lesions 11 mm or larger, the sensitivity was increased to 85%, with the specificity remaining consistent (97%). Moreover, the sensitivity for tumors 21 mm or larger was 96% (48/50). Tumors with malignant or high-grade pathology were likely to be positive with PET/CT. A size of 10 mm or smaller [odds ratio (OR) 44.14, 95% confidence interval (95% CI) 11.44-221.67] and flat morphology (OR 7.78, 95% CI 1.79-36.25) were significant factors that were associated with false-negative cases on PET/CT. The sensitivity of PET/CT for detecting colorectal lesions is acceptable, showing size- and pathology-dependence, suggesting, for the most part, that clinically relevant lesions are detectable with PET/CT. However, when considering PET/CT for screening purposes caution must be exercised because there are cases of false-negative results

    Cosmological distance indicators

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    We review three distance measurement techniques beyond the local universe: (1) gravitational lens time delays, (2) baryon acoustic oscillation (BAO), and (3) HI intensity mapping. We describe the principles and theory behind each method, the ingredients needed for measuring such distances, the current observational results, and future prospects. Time delays from strongly lensed quasars currently provide constraints on H0H_0 with < 4% uncertainty, and with 1% within reach from ongoing surveys and efforts. Recent exciting discoveries of strongly lensed supernovae hold great promise for time-delay cosmography. BAO features have been detected in redshift surveys up to z <~ 0.8 with galaxies and z ~ 2 with Ly-α\alpha forest, providing precise distance measurements and H0H_0 with < 2% uncertainty in flat Λ\LambdaCDM. Future BAO surveys will probe the distance scale with percent-level precision. HI intensity mapping has great potential to map BAO distances at z ~ 0.8 and beyond with precisions of a few percent. The next years ahead will be exciting as various cosmological probes reach 1% uncertainty in determining H0H_0, to assess the current tension in H0H_0 measurements that could indicate new physics.Comment: Review article accepted for publication in Space Science Reviews (Springer), 45 pages, 10 figures. Chapter of a special collection resulting from the May 2016 ISSI-BJ workshop on Astronomical Distance Determination in the Space Ag

    Magnesium lactate in the treatment of Gitelman syndrome: patient-reported outcomes.

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    BACKGROUND: Gitelman syndrome (GS) is a rare recessively inherited renal tubulopathy associated with renal potassium (K) and magnesium (Mg) loss. It requires lifelong K and Mg supplementation at high doses that are at best unpalatable and at worst, intolerable. In particular, gastrointestinal side effects often limit full therapeutic usage. METHODS: We report here the analysis of a cohort of 28 adult patients with genetically proven GS who attend our specialist tubular disorders clinic, in whom we initiated the use of a modified-release Mg preparation (slow-release Mg lactate) and who were surveyed by questionnaire. RESULTS: Twenty-five patients (89%) preferred the new treatment regimen. Of these 25, 17 (68%) regarded their symptom burden as improved and seven reported no worsening. Of the 25 who were not Mg-treatment naïve, 13 (59%) patients reported fewer side effects, 7 (32%) described them as the same and only 2 (9%) considered side effects to be worse. Five were able to increase their dose without ill-effect. Overall, biochemistry improved in 91% of the 23 patients switched from therapy with other preparations who chose to continue the modified-release Mg preparation. Eleven (48%) improved both their Mg and K mean levels, 3 (13%) improved Mg levels only and in 7 cases (30%), K levels alone rose. CONCLUSIONS: Patient-reported and biochemical outcomes using modified-release Mg supplements were very favourable, and patient choice should play a large part in choosing Mg supplements with GS patients.This work was supported by the Wellcome Trust and the NIHR Cambridge Biomedical Research Centre, and contains data that were presented in abstract form at ASN Kidney week 2014.This is the final version of the article. It first appeared from Oxford University Press via https://doi.org/10.1093/ndt/gfw01

    Irish and German Immigrants of the Nineteenth Century: Hardships, Improvements, and Success

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    This paper examines the economic and social reasons that are attributed to the high emigration rate in Ireland and in Germany during the nineteenth century, and how the lives of these groups turned out in the United States. As a result of economic deterioration and social inequality, pessimism became prevalent in Ireland from the 1840s onward and in Germany from the 1830s onward. Because the United States was perceived as an optimistic avenue for advancement, thousands of Irish and Germans emigrated their homelands and fled to America in search of a better life. During the first few decades upon their arrival in America, these groups faced massive discrimination by nativists; cultural barriers propagated negative stereotyping, which in turn created a nativist environment that excluded anyone of foreign nationality. The Irish and German immigrants found themselves fighting hard to overcome their oppression in America. By creating a cohesive social network among people of their own kind, whether it was through politics, religion, or in business, these immigrants challenged the social stigmas that were attached to their status. They were able to develop themselves fruitfully through hard work and determination. As the Irish and German immigrants started to expand in the American labor market with their skills, and magnify the social climate of what it meant to be an American, they were steadily elevating up the social ladder. When these groups were increasingly assimilating into the United States, they were no longer being identified as outsiders. Instead, they and the future Irish and German generations have melted their immigrant status and molded their American-Irish and American-German identity. Though the Irish and Germans developed a more successful life in America than in their homelands, they simultaneously contributed to something bigger: They helped built America. This paper seeks to prove that the Irish and German immigrants of the nineteenth century were able to live a better life in America than in their native lands. The two chief reasons that led a great number of Irish to emigrate Ireland, which are the Great Potato Famine of 1845-52 and religious persecution which occurred throughout the 1800s, is discussed first. To show how the potato crop contributed to drastic impoverishment, specific emphasis is given to the scientific procedure of how the blight unfolded. Emigration statistics exemplifies the high scale of suffering in Ireland, particularly from 1840 to the 1850s. A transition is then drawn to analyze the lives of the Irish in the United States. It is established how the Irish were presented with economic opportunities, but faced terrible discrimination based on their low social status as poor immigrants. Through their continuous spread of an unwanted religion (Catholicism), and utilization of Tammy Hall politics, the Irish acquired power. Their defensive reactions further enabled the Irish to advance socially. In examining the second group’s primary reasons for emigration, this paper focuses on the economic downturn in Germany, and how the influence of American advertisements impacted emigration altogether from the 1830s onward. The variation of German immigrants’ occupations in America is detailed as well as their success in the cultivation of land. Like with the Irish immigrants, obstacles that the Germans encountered, such as their language barrier and suspicions with their religion is addressed. The Germans’ persistence in their fierce antagonism of their involvement in organizations enabled them to counter the prejudices against them. Their assimilation and accomplishments in America stem mainly from major contributions that they have made that are well known today. With both groups, the common result boils down their success in America. The paper concludes that despite the hardships, the Irish and German immigrants not only achieve a better life here than in their homelands, but their incredible contribution to the American society serves as a success story both to their lives, and the foundation of the United States of America

    Toward an internally consistent astronomical distance scale

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    Accurate astronomical distance determination is crucial for all fields in astrophysics, from Galactic to cosmological scales. Despite, or perhaps because of, significant efforts to determine accurate distances, using a wide range of methods, tracers, and techniques, an internally consistent astronomical distance framework has not yet been established. We review current efforts to homogenize the Local Group's distance framework, with particular emphasis on the potential of RR Lyrae stars as distance indicators, and attempt to extend this in an internally consistent manner to cosmological distances. Calibration based on Type Ia supernovae and distance determinations based on gravitational lensing represent particularly promising approaches. We provide a positive outlook to improvements to the status quo expected from future surveys, missions, and facilities. Astronomical distance determination has clearly reached maturity and near-consistency.Comment: Review article, 59 pages (4 figures); Space Science Reviews, in press (chapter 8 of a special collection resulting from the May 2016 ISSI-BJ workshop on Astronomical Distance Determination in the Space Age
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