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In developing the models, over 160 attributed needs variables and over 130 attributed supply variables were tested.
Model 5, which used a more parsimonious set of only seven attributed needs and three supply variables, had a similar predictive power at individual level and practice level as the full model 4. Table 2 shows the variables which made up the parsimonious model 5, including the value of the coefficients for the seven attributed needs variables and three supply variables.
In particular, a parsimonious model was preferred over a model with a full set of attributed needs and supply variables because of the simplicity and the negligible loss of performance.
Adding the full set of 135 attributed needs and 65 supply variables (model 4, the full model) added to the predictive power only slightly at practice level (to 78.5%) and negligibly at individual level.
This effectively means that the needs weighting for the individuals will not be affected by variations in access to health facilities (supply factors), but will rather be based only on the needs factors in the formula such as age, sex, diagnoses recorded on inpatient admissions, and the attributed needs variables.
Attributed needs variables included those from the index of multiple (socioeconomic) deprivation 18 and the prevalence of specific chronic diseases by practice as recorded through the GP quality and outcomes framework.
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However, the individuals to which audible attributes are perceptually attributed need not be identical with ordinary objects or events.
The empirical investigations to evaluate the quality concerns of the design, using internal code attributes, needs attention of researchers.
Students will have the opportunity to question the panel about the skills and attributes needed to succeed in today's industry.
They did not have the skills or attributes needed to be successful in many service-sector jobs (such as working in a call centre or in a restaurant).
That is a compliment of the highest order, a celebration of smarts and guile and resolve, all attributes needed to survive, and thrive, in the rough-and-tumble American League East.
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