From: Predicting medical students who will have difficulty during their clinical training
n | Knowledge problem | Professionalism problem | Clinical skills problem | Fail year or EOY exam | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
N | Y | HR | 95% CI | 95% CI | p | HR | 95% CI | 95% CI | p | HR | 95% CI | 95% CI | p | HR | 95% CI | 95% CI | p | |
Age | 560 | 1.05 | 0.96 | 1.15 | 0.25 | 1.11 | 1.00 | 1.24 | 0.05 | 0.98 | 0.89 | 1.08 | 0.70 | 1.13 | 1.00 | 1.28 | 0.02 | |
Female Gender | 229 | 332 | 0.69 | 0.48 | 0.99 | 0.04 | 0.29 | 0.17 | 0.51 | <0.001 | 0.49 | 0.35 | 0.68 | <0.001 | 0.50 | 0.27 | 0.93 | 0.15 |
European ethnicity | 259 | 304 | 1.43 | .99 | 2.07 | 0.06 | 1.13 | 0.67 | 1.90 | 0.65 | 1.18 | 0.84 | 1.67 | 0.33 | 1.03 | 0.56 | 1.90 | 0.93 |
Maori ethnicity | 536 | 27 | 0.54 | 0.17 | 1.70 | 0.29 | 1.66 | 0.60 | 4.62 | 0.33 | 0.98 | 0.43 | 2.23 | 0.97 | 0.61 | 0.08 | 4.46 | 0.63 |
Asian ethnicity | 359 | 204 | 0.88 | 0.60 | 1.28 | 0.50 | 1.03 | 0.60 | 1.75 | 0.93 | 0.84 | 0.59 | 1.21 | 0.36 | 0.90 | 0.47 | 1.70 | 0.78 |
Indian ethnicity | 546 | 17 | 0.60 | 0.19 | 1.88 | 0.38 | 0.40 | 0.06 | 2.90 | 0.37 | 0.90 | 0.37 | 2.20 | 0.82 | 0.51 | 0.07 | 3.73 | 0.51 |
Other ethnicity | 563 | 30 | 0.70 | 0.26 | 1.90 | 0.48 | 0.77 | 0.19 | 3.14 | 0.71 | 0.94 | 0.42 | 2.14 | 0.89 | 2.58 | 0.91 | 7.33 | 0.08 |
Entry pathway that did not require UMAT | 396 | 165 | 2.00 | 1.40 | 2.88 | <0.001 | 1.45 | 0.85 | 2.46 | 0.18 | 1.61 | 1.14 | 2.26 | 0.01 | 2.89 | 1.52 | 5.48 | 0.00 |
Graduate entry | 461 | 100 | 0.85 | 0.51 | 1.43 | 0.55 | 0.84 | 0.40 | 1.75 | 0.64 | 0.46 | 0.25 | 0.85 | 0.01 | 0.65 | 0.23 | 1.85 | 0.42 |
Entry after first year at University | 147 | 414 | 0.66 | 0.45 | 0.95 | 0.03 | 0.95 | 0.54 | 1.69 | 0.87 | 0.88 | 0.61 | 1.27 | 0.49 | 0.82 | 0.41 | 1.66 | 0.59 |
International student entering Y2 | 490 | 74 | 2.47 | 1.54 | 3.95 | <0.001 | 0.98 | 0.50 | 1.92 | 0.95 | 3.19 | 1.97 | 5.18 | <0.001 | 2.35 | 1.32 | 4.19 | <0.01 |
International student entering Y4 | 539 | 25 | 4.93 | 2.11 | 11.49 | <0.001 | 2.79 | 1.18 | 6.58 | 0.02 | 4.24 | 1.81 | 9.90 | <0.01 | 3.11 | 1.26 | 7.70 | 0.01 |
UMAT paper 1 for each 10% change in mark | 396 | 0.91 | 0.81 | 1.02 | 0.09 | 0.90 | 0.78 | 1.05 | 0.17 | 0.93 | 0.84 | 1.03 | 0.18 | 0.86 | 0.72 | 1.05 | 0.13 | |
UMAT paper 2 for each 10% change in mark | 396 | 0.94 | 0.86 | 1.04 | 0.21 | 0.88 | 0.77 | 0.99 | 0.03 | 0.90 | 0.83 | 0.98 | 0.01 | 0.85 | 0.72 | 1.02 | 0.15 | |
UMAT paper 3 for each 10% change in mark | 396 | 1.06 | 0.94 | 1.18 | 0.34 | 1.06 | 0.99 | 1.23 | 0.47 | 1.05 | 0.95 | 1.16 | 0.36 | 1.12 | 0.91 | 1.39 | 0.29 | |
GPA | 450 | 0.95 | 0.92 | 0.99 | 0.01 | 0.95 | 0.91 | 1.00 | 0.04 | 0.98 | 0.95 | 1.02 | 0.27 | 0.94 | 0.89 | 1.00 | 0.03 | |
Fail or repeat exam in Y2 | 501 | 21 | 2.76 | 1.43 | 5.32 | 0.00 | 4.05 | 1.70 | 9.62 | 0.00 | 2.66 | 1.42 | 4.98 | 0.00 | 3.82 | 1.13 | 12.99 | 0.03 |
Fail or repeat exam in Y3 | 498 | 24 | 2.11 | 1.06 | 4.18 | 0.03 | 3.48 | 1.46 | 8.26 | 0.01 | 2.28 | 1.22 | 4.26 | 0.01 | 0.99 | 0.13 | 7.41 | 0.99 |