Search

Massive generation of health-related data has been key in enabling the big data science initiative to gain new insights in healthcare. Nursing can benefit from this era of big data science, as there is a growing need for new discoveries from large quantities of nursing data to provide evidence-based care. However, there are few nursing studies using big data analytics. The purpose of this article is to explain a knowledge discovery and data mining approach that was employed to discover knowledge about hospital-acquired catheter-associated urinary tract infections from multiple data sources, including electronic health records and nurse staffing data. Three different machine learning techniques are described: decision trees, logistic regression, and support vector machines. The decision tree model created rules to interpret relationships among associated factors of hospital-acquired catheter-associated urinary tract infections. The logistic regression model showed what factors were related to a higher risk of hospital-acquired catheter-associated urinary tract infections. The support vector machines model was included to compare performance with the other two interpretable models. This article introduces the examples of cutting-edge machine learning approaches that will advance secondary use of electronic health records and integration of multiple data sources as well as provide evidence necessary to guide nursing professionals in practice.

Incontinence and toileting difficulties can often be successfully addressed by treating their underlying causes. However, (complete) cure is not always possible and continence products to prevent or contain unresolved leakage or to facilitate toileting are in widespread use. Many people use them successfully but identifying the product(s) most likely to meet individual needs can be challenging and the recently published Seventh International Consultation on Incontinence includes a chapter which draws on the literature to provide evidence-based recommendations to help clinicians and product users to select appropriate products. This paper is based on the same evidence, but reviewed from the different perspective of those keen to identify unmet needs and develop improved products. For each of the main continence product categories it (i) outlines the design approach and key features of what is currently available; (ii) provides a generic functional design specification; (iii) reviews how well existing products meet the requirements of their main user groups; and (iv) suggests priorities for the attention of product designers. It also flags some core scientific problems which – if successfully addressed – would likely yield benefits in multiple incontinence product contexts. [ABSTRACT FROM AUTHOR]

Introduction and hypothesis: Availability of public toilets in parklands and open spaces is a community resource for all persons and may support self-management of incontinence. The purpose of this study was to describe and map the availability of public toilets in parklands and open spaces in major international cities by city population and area. Methods: Observational/descriptive design. Twelve cities in nine countries with available data about toilets in parklands (Minneapolis-St. Paul (MSP), New York City, Philadelphia, Toronto, and Osaka) or open spaces (Greater London, Greater Sydney, Paris, Berlin, Brussels, and Seoul) were included in the analysis. Data were from online open/free data sets. Availability of publicly owned and/or operated permanent toilet facilities was measured/analyzed as number, density (calculated by population and area (km2)), and distribution (visualized using Geographic Information Systems). Results: Density of public toilets/area (km2) in parklands was highest in Osaka. MSP had the most toilets per 100,000 residents. In open spaces, the density of public toilets/area (km2) was highest in Paris. Sydney had the most toilets in open spaces per 100,000 residents. The distribution of public toilets across parklands was fairly even in MSP, Philadelphia, and Toronto. The distribution of public toilets in open spaces was highly concentrated in one area in Brussels. Sydney has a low population density but a high toilet density in open spaces. Conclusions: Availability of public toilets in parklands or open spaces varies among international cities. Toilet availability should be considered in urban planning and community healthcare programs to promote continence, health, and quality of life. [ABSTRACT FROM AUTHOR]