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This lack of association was robust to changes in model specification in terms of types of MRI exams considered, specific covariates included in the multivariate model, or the process used to confirm individual provider affiliation with study practices in study years.
Six algorithms are applied to experimentally estimate parameters with a given model specification in the binary logit choice model framework.
In terms of model specification, in this model only direct effects between the parameters have been considered.
17 Note that we cannot include all possible aspects of model specification in our paper since there are too many dimensions and to few observations.
The model specification in column 2 adds measures of practice size as covariate adjusters, column 3 also includes practice payer mix variables, and column 4 adds the post-pre change in levels of county-level practice area characteristics.
Misclassification problems and issues related to confounding and model specification in truly ecologic studies limit etiologic inference to individuals.
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Based on the estimated coefficients and intercepts of model specifications in this review study, the percent of crime explained by a specific percent of place (e.g., 5, 10, and 20%) varies across various geographic units, crime types, and measures of crime (see Appendix 3).
We have included full model specifications in the Additional file 1.
Table 2 Estimated coefficients and summary statistics of the model specifications in Figs. 1, 2, 3, 4, 5, 6, 7, 8 Figure number Key N study N (X, Y) Constant Beta Std.
Since the model specifications in the "Core models" section aim to be convenient to forecast mortality for many (developed) populations, we use weakly informative prior distributions to "regularize" the posterior distribution and to keep it roughly within reasonable bounds (Gelman et al. 2014, p. 52).
Estimates of the campus-specific parameters, ϕ0j t and ϕ1j t, for the Baseline Model in (4) and for four Dale-Krueger control model specifications in (5) using pre-Prop 209 (t = PRE) data on minorities are presented in Table 5.
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