2,705,645 research outputs found
Sparse reduced-rank regression for imaging genetics studies: models and applications
We present a novel statistical technique; the sparse reduced rank regression (sRRR) model
which is a strategy for multivariate modelling of high-dimensional imaging responses and
genetic predictors. By adopting penalisation techniques, the model is able to enforce sparsity
in the regression coefficients, identifying subsets of genetic markers that best explain
the variability observed in subsets of the phenotypes. To properly exploit the rich structure
present in each of the imaging and genetics domains, we additionally propose the use of
several structured penalties within the sRRR model. Using simulation procedures that accurately
reflect realistic imaging genetics data, we present detailed evaluations of the sRRR
method in comparison with the more traditional univariate linear modelling approach. In
all settings considered, we show that sRRR possesses better power to detect the deleterious
genetic variants. Moreover, using a simple genetic model, we demonstrate the potential
benefits, in terms of statistical power, of carrying out voxel-wise searches as opposed to
extracting averages over regions of interest in the brain. Since this entails the use of phenotypic
vectors of enormous dimensionality, we suggest the use of a sparse classification
model as a de-noising step, prior to the imaging genetics study. Finally, we present the
application of a data re-sampling technique within the sRRR model for model selection.
Using this approach we are able to rank the genetic markers in order of importance of association
to the phenotypes, and similarly rank the phenotypes in order of importance to
the genetic markers. In the very end, we illustrate the application perspective of the proposed
statistical models in three real imaging genetics datasets and highlight some potential
associations
"Developing and Sustaining Organic Growth - Austrian Example"
Austria always was on the forefront of countries concerning the development of the organic farming. Pioneer farmers developed together with Rudolf Steiner, scientist and founder of anthroposophy, the organic-dynamic production between 1920 and 1930. Austria was the first country in the world to set official guideline for organic farming. In 1983, the first decrees in this respect were issued by the Federal Ministry for Health and Environmental Protection. In 1989, thee were included as Chapter A 8 in the Codex Alimentarius (Austrian food codex), and in 1991, Austria was the first nation to define regulations for the organic production of animal products
Exploration of the Association Between Professional Interactions and Emotional Distress of Intensive Care Unit Nursing Personnel
Several studies provide evidence for the association between the quality of collaboration among intensive care unit (ICU) professionals and patients' outcomes, as well as nurses' moral distress and professional satisfaction. However, potential associations between collaboration and nurses' mental health indices have not been explored. The aim of this descriptive correlational study was to investigate the degree of satisfaction from interaction among ICU nursing personnel, as well as between ICU nursing personnel and physicians, and potential associations with ICU nursing personnel's anxiety symptoms. The sample consisted of ICU nursing personnel from 11 adult general hospitals in Greece (n = 229). Hamilton's Anxiety scale was applied for the quantitative assessment of anxiety symptoms and Stamps' Index of Work Satisfaction for the appraisal of nursing personnel's satisfaction from professional interactions. Demographic, vocational, and educational data were also recorded. Descriptive statistics were explored, and group comparisons, correlation, and regression analysis were used. The average satisfaction score from interaction among nursing personnel was moderate to high (5.3 [SD, 1.0]) and from nurse-to-physician interaction was moderate (4.0 [SD, 1.4]) (scale range, 1-7). The score of satisfaction from nurse-to-physician interaction was negatively mildly correlated with participants' (a) total anxiety score ( = ?0.160, P = .001), (b) tension ( = ?0.125, P = .015), and (c) depressive symptoms ( = ?0.148, P = .005). Weak negative correlations were detected between satisfaction from interaction among nursing personnel and participants' (a) total anxiety state ( = ?0.139, P = .003), (b) tension ( = ?0.137, P = .008), and (c) sleep disturbances ( = ? 0.150, P = .003). Overall, female respondents had higher levels of anxiety symptoms than male respondents (Mann-Whitney U, P = .007). Satisfaction from professional interaction was not a strong predictor of anxiety symptoms among ICU nursing personnel (R2 = 0.046, ?0.15). Nursing personnel in Greek ICUs seem to be satisfied with the quality of relationships among them, as well as with physicians. Despite that anxiety symptoms associate with the degree of satisfaction from professional interaction, the latter may not be a significant indicator of ICU nurses' well-being. Further qualitative research is needed to identify mediating factor
Phenolic content and radical scavenging properties of natural extracts for traditional care of domestic animals in Mediterranean areas
Extracts of plants traditionally used for treatments on animals were tested for total phenolic, non tannic phenolic, condensed tannins and total flavonoid content.
Antioxidant properties were determined using 2,2’-azinobis (3-ethylbenzothiazoline-6-sulphonic acid) diammonium salt (ABTS) and 1,1-diphenyl-2-picrylhydrazyl (DPPH) chemical assays following DMSO extraction. We also assessed the toxicity of extracts on cell viability and determined their ability to modulate the production of intracellular
reactive oxygen species
A socio-technical analytical framework on the EHR-organizational innovation interplay: Insights from a public hospital in Greece
The healthcare sector globally is confronted with increasing internal and external pressures that urge for a radical reform of health systems' status quo. The role of technological innovations such as Electronic Health Records (EHR) is recognized as instrumental in this transition process as it is expected to accelerate organizational innovations. This is why the widespread uptake of EHR systems is a top priority in the global healthcare agenda. The successful co-deployment though of EHR systems and organizational innovations within the context of secondary healthcare institutions is a complex and multifaceted issue. Existing research in the field has made little progress thus emphasizing the need for further research contribution that will incorporate a holistic perspective. This paper presents insights about the EHR-organizational innovation interplay from a public hospital in Greece into a socio-technical analytical framework providing a multilevel set of action points for the eHealth roadmap with worldwide relevance
Autonomy and positionality in diaspora politics
This contribution to a forum on "Diasporas and IR" aspires to elucidate theoretical connections between International Relations as a discipline, and the under-theorized study of transnational diaspora poliics. It discusses two important concepts: "autonomy" of diaspora agents vis-a-vis original homelands, and their "positionality," or positions of power in different states and international organizations. These concepts are important yet undertheorized in the study of IR
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