Kymatio: Scattering Transforms in Python

The wavelet scattering transform is an invariant signal representation suitable for many signal processing and machine learning applications. We present the Kymatio software package, an easy-to-use, high-performance Python implementation of the scattering transform in 1D, 2D, and 3D that is compatible with modern deep learning frameworks. All transforms may be executed on a GPU (in addition to CPU), offering a considerable speed up over CPU implementations. The package also has a small memory footprint, resulting inefficient memory usage. The source code, documentation, and examples are available undera BSD license at https://www.kymat.io

Contamination of Alpine snow and ice at Colle Gnifetti, Swiss/Italian Alps, from nuclear weapons tests

Plutonium is present in the environment as a consequence of atmospheric nuclear tests, nuclear weapons production and industrial releases over the past 50 years. To study temporal trends, a high resolution Pu record was obtained by analyzing 52 discrete samples of an alpine firn/ice core from Colle Gnifetti (Monte Rosa, 4450m a.s.l.), dating from 1945 to 1990. The 239Pu signal was recorded directly, without decontamination or preconcentration steps, using an Inductively Coupled Plasma - Sector Field Mass Spectrometer (ICP-SFMS) equipped with an high efficiency sample introduction system, thus requiring much less sample preparation than previously reported methods. The 239Pu profile reflects the three main periods of atmospheric nuclear weapons testing: the earliest peak lasted from 1954/55 to 1958 and was caused by the first testing period reaching a maximum in 1958. Despite a temporary halt of testing in 1959/60, the Pu concentration decreased only by half with respect to the 1958 peak due to long atmospheric residence times. In 1961/62 Pu concentrations rapidly increased reaching a maximum in 1963, which was about 40% more intense than the 1958 peak. After the signing of the " Limited Test Ban Treaty" between USA and USSR in 1964, Pu deposition decreased very sharply reaching a minimum in 1967. The third period (1967-1975) is characterized by irregular Pu concentrations with smaller peaks (about 20-30% of the 1964 peak) which might be related to the deposition of Saharan dust contaminated by the French nuclear tests of the 1960s. The data presented are in very good agreement with Pu profiles previously obtained from the Col du Dome ice core (by multi-collector ICP-MS) and Belukha ice core (by Accelerator Mass Spectrometry, AMS). Although a semi-quantitative method was employed here, the results are quantitatively comparable to previously published results. © 2010 Elsevier Ltd

Estrogen reduction by aromatase inhibition for benign prostatic hyperplasia: results of a double-blind, placebo-controlled, randomized clinical trial using two doses of the aromatase-inhibitor atamestane. Atamestane Study Group.

BACKGROUND: The concept of estrogen withdrawal by an aromatase inhibitor in the treatment of benign prostatic hyperplasia (BPH) was assessed in a prospective, randomized, double-blind, placebo-controlled multicenter trial. METHODS: Two hundred and ninety-two patients with clinical symptoms of BPH were randomly allocated to one of the following treatments for 48 weeks: placebo or the selective aromatase inhibitor, atamestane, at a daily dose of 100 mg or 300 mg. Both doses of atamestane significantly reduced serum concentrations of estradiol and estrone, and produced a slight, dose-dependent, counter-regulatory increase in peripheral androgen concentration. RESULTS: Clinical symptoms improved during treatment in all three groups. Even after 48 weeks, the effect of active treatment did not exceed the effect seen with placebo. Overall tolerance of 100 mg atamestane was excellent, but 300 mg showed a slightly increased incidence of side effects compared with placebo. CONCLUSIONS: The conclusion from this study is that the reduction in estrogen concentration using the selective aromatase inhibitor atamestane has no effect on clinically established BPH