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. 2016 Fall;15(3):ar30. doi: 10.1187/cbe.15-07-0163

Table 4.

Results of generalized linear models predicting student gains in three areas (n = 227)a

A. Thinking and working like a scientist B. Personal gains C. Gains in knowledge and skills
Independent variables B SE p Value B SE p Value B SE p Value
Months in a research experience 0.012 0.0053 0.019 0.011 0.0054 0.034 0.008 0.0054 0.117
Quality of mentor 0.333 0.0527 <0.001 0.343 0.0533 <0.001 0.248 0.0528 <0.001
Latino/a 0.214 0.1631 0.189 0.348 0.1646 0.035 0.110 0.1659 0.507
English at home −0.025 0.1099 0.817 −0.009 0.1110 0.939 0.079 0.1119 0.483
Providing for children/dependents 0.011 0.0048 0.023 0.010 0.0048 0.037 0.014 0.0048 0.005
Income −0.029 0.0233 0.213 −0.034 0.0237 0.152 −0.033 0.0237 0.158
Sex 0.056 0.0966 0.562 −0.036 0.0976 0.714 0.023 0.0978 0.810
Resources received 0.093 0.0202 <0.001 0.082 0.0203 <0.001 0.091 0.0204 <0.001
Graduated −0.105 0.1088 0.333 −0.045 0.1090 0.683 0.058 0.1098 0.596
Participation in multiple programs −0.124 0.1130 0.273 −0.009 0.1141 0.939 −0.026 0.1147 0.817

aResults reported are pooled across the 20 imputed data sets, and each model uses a normal distribution with an identity link function. Quality of mentor, months in a research experience, resources received as part of research program, providing for children/dependents, and income were included as standardized variables.