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Rotations may be done using Factor or components transformations to a target matrix include the standard Promax transformation Promax , a transformation to a cluster target, or to any simple target matrix target. Reliability coefficients alpha scoreItems , score. Multilevel analyses may be done by statsBy and multilevel. The scoreItems , and score. Additional functions make for more convenient descriptions of item characteristics include 1 and 2 parameter Item Response measures.

The tetrachoric , polychoric and irt. These functions include extracting clusters from factor loading matrices factor2cluster , synthetically forming clusters from correlation matrices cluster. Functions to generate simulated data with particular structures include sim. The functions sim. A more general form for all of these is sim. Functions to apply various standard statistical tests include p.

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Mediation and moderation analyses are done using mediate from either raw data or from a correlation matrix. In order to study diurnal or circadian variations in mood, it is helpful to use circular statistics. Functions to find the circular mean circadian. A dynamic model of personality and motivation the Cues-Tendency-Actions model is include as cta. A number of useful helper functions allow for data input read. The most recent development version of the package is always available for download as a source file from the repository at the PMC lab:.

Three vignettes overview. The more important functions in the package are for the analysis of multivariate data, with an emphasis upon those functions useful in scale construction of item composites. However, there are a number of very useful functions for basic data manipulation including read.

When given a set of items from a personality inventory, one goal is to combine these into higher level item composites. This leads to several questions:. After finding either standard Pearson correlations, or finding tetrachoric or polychoric correlations, the dimensionality of the correlation matrix may be examined. Unfortunately, there is no agreed upon answer. The Very Simple Structure VSS set of procedures has been proposed as on answer to the question of the optimal number of factors. Other procedures VSS. Although this may be answered using principal components principal , principal axis factor.

If Rgraphviz is available, these graphs can be done in R. Graphical organizations of cluster and factor analysis output can be done using cluster. This is a question of reliability and general factor saturation. Additional reliability estimates may be found in the guttman function. This can also be examined by applying irt. Information functions for the items suggest where they are most effective.

So called Synthetic Aperture Personality Assessement SAPA techniques allow the formation of large correlation or covariance matrices even though no one person has taken all of the items. To analyze such data sets, it is easy to form item composites based upon the covariance matrix of the items, rather than original data set. The therapeutic design of environments for people with dementia: a review of the empirical research. Gerontologist 40, — Natural environments: healthy environments?

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Chalquist and L. Detweiler, M.

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Dementia 3, — Grahn, P. The relation between perceived sensory dimensions of urban green space and stress restoration. Ward, P. Aspinall, and S. Bell London: Taylor and Francis , — Greenleaf, A. Nature-based counseling: integrating the healing benefits of nature into practice. Harper, N. Parental reports of adolescent and family well-being following a wilderness therapy intervention: an exploratory look at systemic change. Family involvement and outcome in adolescent wilderness treatment: a mixed-methods evaluation.

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Reiche, E. Stress, depression, the immune system and cancer. Lancet 5, — Relf, D. Portland, OR: Timber Press. Richards, H. Impact of horticultural therapy on vulnerability and resistance to substance abuse among incarcerated offenders. Offender Rehabil. Russell, K. What is wilderness therapy? Cole and S. McCool Ogden, UT: U. Ryan, R. Vitalizing effects of being outdoors and in nature. Segerstrom, S. Psychological stress and the human immune system: a meta-analytic study of 30 years of inquiry. Shapiro, F. The role of eye movement desensitization and reprocessing EMDR therapy in medicine: addressing the psychological and physical symptoms stemming from adverse life experiences.

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