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. 2023 Summer;22(2):ar25. doi: 10.1187/cbe.22-01-0001

TABLE 4.

Students in remote UREs differ in their scientific integration based on their starting levels

Outcome Parametera β SE z p
Scientific self-efficacy Starting level 2.91 0.25 11.64 0.000
Growth 0.87 0.29 3.03 0.002
Starting level by program 0.00 0.01 0.34 0.733
Growth by program 0.00 0.01 0.18 0.859
Starting level based on prior experience 0.23 0.04 5.37 0.000
Growth based on prior experience −0.09 0.05 −1.75 0.081
Growth based on starting level −0.44 0.07 −6.12 0.000
Scientific identity Starting level 3.87 0.24 16.03 0.000
Growth 0.43 0.24 1.79 0.074
Starting level by program 0.02 0.01 2.37 0.018
Growth by program 0.00 0.01 0.05 0.957
Starting level based on prior experience 0.15 0.04 3.58 0.000
Growth based on prior experience −0.08 0.04 −1.81 0.070
Growth based on starting level −0.21 0.06 −3.62 0.000
Values alignment Starting level 5.14 0.21 24.71 0.000
Growth −0.26 0.24 −1.13 0.261
Starting level by program 0.00 0.01 −0.31 0.759
Growth by program 0.01 0.01 1.38 0.166
Starting level based on prior experience 0.08 0.03 2.61 0.009
Growth based on prior experience 0.01 0.03 0.39 0.697
Growth based on starting level −0.14 0.04 −3.51 0.000
Graduate school and career intentions Starting level 3.98 0.19 21.35 0.000
Growth 0.02 0.17 0.14 0.886
Starting level by program 0.00 0.01 0.47 0.635
Growth by program 0.00 0.01 0.05 0.957
Starting level based on prior experience 0.08 0.03 2.10 0.017
Growth based on prior experience 0.07 0.03 0.24 0.815
Growth based on starting level −0.09 0.03 −2.75 0.006

aWe interpret the intercept fixed effect (κ1) as the level at which students started their UREs (starting level); the slope fixed effect (κ2) as students’ growth from pre- to post-URE (growth); intercept of program and prior research experience variables (β1) as starting level by program and starting level based on prior experience, respectively; the slope of program and prior research experience variables (β2) as students’ growth by program and growth based on prior experience, respectively; and the correlation of the random intercept and slope (Φ21) as an indicator of whether students experienced different growth based on starting level on a variable. A positive correlation indicates that students starting at a higher level grew more pre- to post-URE, and a negative correlation indicates that students starting at a higher value grew less. Significant results are bolded.