How to Train Your Speaker Embeddings Extractor

Contains fulltext : 197099pre.pdf (preprint version ) (Open Access)The Speaker and Language Recognition Workshop, 26 juni 201

Coefficient shifts in geographical ecology : an empirical evaluation of spatial and non-spatial regression

A major focus of geographical ecology and macroecology is to understand the causes of spatially structured ecological patterns. However, achieving this understanding can be complicated when using multiple regression, because the relative importance of explanatory variables, as measured by regression coefficients, can shift depending on whether spatially explicit or non-spatial modeling is used. However, the extent to which coefficients may shift and why shifts occur are unclear. Here, we analyze the relationship between environmental predictors and the geographical distribution of species richness, body size, range size and abundance in 97 multi-factorial data sets. Our goal was to compare standardized partial regression coefficients of non-spatial ordinary least squares regressions (i.e. models fitted using ordinary least squares without taking autocorrelation into account; "OLS models" hereafter) and eight spatial methods to evaluate the frequency of coefficient shifts and identify characteristics of data that might predict when shifts are likely. We generated three metrics of coefficient shifts and eight characteristics of the data sets as predictors of shifts. Typical of ecological data, spatial autocorrelation in the residuals of OLS models was found in most data sets. The spatial models varied in the extent to which they minimized residual spatial autocorrelation. Patterns of coefficient shifts also varied among methods and datasets, although the magnitudes of shifts tended to be small in all cases. We were unable to identify strong predictors of shifts, including the levels of autocorrelation in either explanatory variables or model residuals. Thus, changes in coefficients between spatial and non-spatial methods depend on the method used and are largely idiosyncratic, making it difficult to predict when or why shifts occur. We conclude that the ecological importance of regression coefficients cannot be evaluated with confidence irrespective of whether spatially explicit modelling is used or not. Researchers may have little choice but to be more explicit about the uncertainty of models and more cautious in their interpretation

Status of Sepsis Care in European Hospitals Results from an International Cross-Sectional Survey

: Rationale: Early detection, standardized therapy, adequate infrastructure, and strategies for quality improvement should constitute essential components of every hospital's sepsis plan. Objectives: To investigate the extent to which recommendations from the sepsis guidelines are implemented and the availability of infrastructure for the care of patients with sepsis in acute-care hospitals. Methods: A multidisciplinary cross-sectional questionnaire was used to investigate sepsis care in hospitals. This included the use of sepsis definitions, the implementation of sepsis guideline recommendations, diagnostic and therapeutic infrastructure, antibiotic stewardship, and quality improvement initiatives (QIIs) in hospitals. Measurements and Main Results: A total of 1,023 hospitals in 69 countries were included. Most of them, 835 (81.6%), were in Europe. Sepsis screening was used in 54.2% of emergency departments (EDs), 47.9% of wards, and 61.7% of ICUs. Sepsis management was standardized in 57.3% of EDs, 45.2% of wards, and 70.7% of ICUs. The implementation of comprehensive QIIs was associated with increased screening (EDs, +33.3%; wards, +44.4%; ICUs, +23.8% absolute difference) and increased standardized sepsis management (EDs, +33.6%; wards, +40.0%; ICUs, +17.7% absolute difference) compared with hospitals without QIIs. A total of 9.8% of hospitals had implemented ongoing QIIs, and 4.6% had invested in sepsis programs. Conclusions: The findings indicate that there is considerable room for improvement in a large number of mainly European hospitals, particularly with regard to early identification and standardized management of sepsis, the availability of guidelines, diagnostic and therapeutic infrastructure, and the implementation of QIIs. Further efforts are required to implement a more comprehensive and appropriate quality of care