Fast Data Sorting with Modified Principal Component Analysis to Distinguish Unique Single Molecular Break Junction Trajectories.

A simple and fast analysis method to sort large data sets into groups with shared distinguishing characteristics is described and applied to single molecular break junction conductance versus electrode displacement data. The method, based on principal component analysis, successfully sorts data sets based on the projection of the data onto the first or second principal component of the correlation matrix without the need to assert any specific hypothesis about the expected features within the data. This is an improvement on the current correlation matrix analysis approach because it sorts data automatically, making it more objective and less time consuming, and our method is applicable to a wide range of multivariate data sets. Here the method is demonstrated on two systems. First, it is demonstrated on mixtures of two molecules with identical anchor groups and similar lengths, but either a π (high conductance) or a σ (low conductance) bridge. The mixed data are automatically sorted into two groups containing one molecule or the other. Second, it is demonstrated on break junction data measured with the π bridged molecule alone. Again, the method distinguishes between two groups. These groups are tentatively assigned to different geometries of the molecule in the junction.

Nursing staff's perceptions and experiences of primary nursing practice in intensive care 4 years on.

This study explores the perceptions of staff who have been practising primary nursing for more than 4 years in intensive care. It considers what primary nursing is, what its benefits, disadvantages, and role impact are and other issues within an intensive care setting from the staff's perceptions and experiences. Although many of the perceived advantages and disadvantages are similar to experiences from other areas of nursing, there are some differences. The differences seem to relate to the way primary nursing is practised within the research setting-each primary nurse works with the same small team of associates, which is perceived as providing added benefits in terms of personal support and development of junior staff. The changes in role are seen to reflect other models in the literature which focus on becoming more patient centred and on working therapeutically. A number of future issues are addressed.