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Only one of the modification indices from the two alternative models displayed conceptual relevance.
Our final confirmatory factor analytic model contained three covariances between error terms suggested by modification indices from previous analyses.
Finally, a fourth model was also evaluated containing covariances suggested by modification indices from Model 3. Internal reliability of the original and the shortened versions was evaluated by calculating Cronbach's alpha coefficients.
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Modification indices indicated that the model could not be improved by adding paths from items to other factors.
Modification indices indicated some specified error terms to co-vary and two cross loading from subjective norms and moral norms to indicators of intention.
This model fits the data reasonably well, however, modification indices
cA good fitting model has a Comparative Fit Index (CFI) approaching.96, a Root Mean Square Error of Approximation (RMSEA) approaching.06 and a Weighted Root Mean Square Residual (WRMR) of 1 or less [ 40]. dFull details regarding these analyses in terms of treating missing data, item deletion and cross-loading suggested by modification indices are available from the first author on request.
A poor fit was obtained from the initial analysis and modification indices (MI) gave indications to possible changes of the model.
Modification indices did not indicate that the model could be improved by adding further paths (i.e. a direct path from invitation to attitude or intention).
All models were an acceptable fit with the data, apart from the knowledge model in which modification indices suggested adding a path from knowledge directly to body change (modification index = 8.68).
The path from knowledge to attitude was non-significant (β =.01, p =.88), and modification indices suggested a direct path from knowledge to intention.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com