1. Background
2. Methods
2.1. Description of Program
2.2. Ethics
2.3. Procedures
| Items | Scores | Latent Variables (Factors)b | |||
|---|---|---|---|---|---|
| Factor 1 | Factor 2 | Factor 3 | h2c | ||
| Availability | 4.65 ± 0.54 | 0.143 | 0.256 | 0.594 | 0.44 |
| Appropriate manner | 4.87 ± 0.34 | 0.187 | -0.016 | 0.797 | 0.67 |
| Confidentiality | 4.84 ± 0.37 | 0.020 | 0.179 | 0.770 | 0.63 |
| Patience | 4.77 ± 0.45 | 0.171 | 0.155 | 0.773 | 0.65 |
| Understanding | 4.46 ± 0.65 | 0.402 | 0.410 | 0.548 | 0.63 |
| Practicality of responses | 4.24 ± 0.73 | 0.547 | 0.440 | 0.413 | 0.66 |
| Feasibility of advice | 4.37 ± 0.59 | 0.636 | 0.239 | 0.360 | 0.59 |
| Encouragement and support | 4.43 ± 0.65 | 0.553 | 0.322 | 0.416 | 0.58 |
| Motivation | 4.09 ± 0.87 | 0.313 | 0.683 | 0.249 | 0.63 |
| Considering personal differences | 4.49 ± 0.60 | 0.390 | 0.611 | 0.299 | 0.61 |
| Following | 4.57 ± 0.63 | 0.497 | 0.194 | 0.378 | 0.43 |
| Feedback | 4.13 ± 0.82 | 0.777 | 0.178 | -0.008 | 0.64 |
| Stress coping | 4.21 ± 0.84 | 0.716 | 0.311 | 0.120 | 0.62 |
| Decision facilitating | 4.31 ± 0.74 | 0.581 | 0.564 | 0.173 | 0.69 |
| Independence | 4.39 ± 0.65 | 0.496 | 0.545 | 0.118 | 0.56 |
| Resources and references | 4.25 ± 0.83 | 0.733 | 0.206 | 0.181 | 0.61 |
| Learning styles | 4.13 ± 0.89 | 0.555 | 0.535 | 0.218 | 0.64 |
| Increasing self-confidence | 4.23 ± 0.83 | 0.246 | 0.781 | 0.266 | 0.74 |
| Adaptation | 4.25 ± 0.76 | 0.180 | 0.810 | 0.175 | 0.72 |
| Balance of activities | 3.89 ± 1.00 | 0.499 | 0.644 | -0.033 | 0.66 |
| Positive effect | 4.51 ± 0.65 | 0.129 | 0.536 | 0.526 | 0.58 |
| Initial eigenvaluesd | 9.911 | 1.958 | 1.118 | ||
| Rotation sums of squares | 4.660 | 4.562 | 3.765 | ||
| Percent of variance explained | 22.189% | 21.722% | 17.928 | ||
| Cronbach’s αe | 0.903 | 0.886 | 0.810 | ||
| Total satisfaction scores | 90.28 ± 25.88 | ||||
| Total variance explained, % | 61.839 | ||||
| Total Cronbach’s α | 0.940 | ||||
aExtraction method: Principal component analysis, Rotation method: Varimax with Kaiser normalization, Kaiser, Meyer-Olkin measure of sampling adequacy = 0.890, The Bartlett test of Sphericity χ2=1184.003; P < 0.0001.
bFactor 1: Usefulness of mentoring; Factor 2: Empowerment of mentees; Factor 3: Respectful behavior of mentors.
ch2 extractions: Final item communalities (row sums of squared loadings).
dEigenvalues: Pre-rotation column sums of squared loadings.
eCronbach’s α are reported for primary loadings of each factor (bold type).
2.4. Statistical Analysis
3. Results
| Temperament Traita | Mentee | Mentor | Paired-Statusb | P Valuec |
|---|---|---|---|---|
| Novelty-seeking | 8.94 ± 3.05 | 7.76 ± 3.95 | Mentee > Mentor | 0.012 |
| Low/medium/high, % | 2/92.9/5.1 | 7.5/81.3/11.2 | ||
| Harm avoidance | 9.05 ± 4.26 | 9.06 ± 5.07 | Mentee ⋚ Mentor | 0.433 |
| Low/medium/high, % | 1/95.9/3.1 | 0/92.5/7.5 | ||
| Reward dependence | 9.61 ± 2.37 | 9.44 ± 2.29 | Mentee < Mentor | 0.044 |
| Low/medium/high | 2/88.8/9.2 | 0/92.5/7.5 | ||
| Persistence | 3.20 ± 1.63 | 3.10 ± 1.74 | Mentee < Mentor | < 0.001 |
| Low/medium/high, % | 0/100/0 | 0/100/0 | ||
| Character Traitsa | ||||
| Self-directedness | 14.52 ± 4.06 | 15.52 ± 4.97 | Mentee < Mentor | 0.003 |
| Low/medium/high, % | 8.2/91.8/0 | 11.2/88.8/0 | ||
| Cooperativeness | 17.45 ± 3.59 | 17.74 ± 4.01 | Mentee ⋚ Mentor | 0.094 |
| Low/medium/high, % | 10.2/89.8/0 | 11.2/88.8/0 | ||
| Self-transcendence | 9.59 ± 3.26 | 9.82 ± 3.09 | Mentee ⋚ Mentor | 0.092 |
| Low/medium/high | 1/82.7/16.3 | 0/85/15 |
aData are expressed as mean ± SD for crude scores, while the low/medium/high scores based on t scores are reported as frequencies.
bThe comparison of traits of mentees and mentors are displayed > denotes higher, < denotes lower, and ⋚ denotes neither of them.
cWilcoxon signed ranks test.
| Models | Unstandardized Coefficients | P Value | 95.0% Confidence Interval for B | |||
|---|---|---|---|---|---|---|
| B | Std. Error | Lower Bound | Upper Bound | |||
| A) Total satisfaction | ||||||
| R2 = 0.131 | (Constant) | 46.776 | 12.537 | < 0.001 | 21.889 | 71.662 |
| Mentee CO | 1.910 | 0.694 | 0.007 | 0.532 | 3.288 | |
| Mentor NS | 1.296 | 0.600 | 0.033 | 0.105 | 2.487 | |
| R2 = 0.274 | (Constant) | 85.517 | 3.481 | < 0.001 | 78.606 | 92.428 |
| NS mentor > mentee | 10.734 | 5.018 | 0.035 | 0.772 | 20.697 | |
| ST mentee > mentor | 12.458 | 4.818 | 0.011 | 2.893 | 22.023 | |
| HA mentor = mentee | -40.648 | 8.956 | 0.000 | -58.428 | -22.868 | |
| R2=0.372 | (Constant) | 46.547 | 11.239 | < 0.001 | 24.229 | 68.864 |
| HA mentor = mentee | -38.847 | 8.427 | < 0.001 | -55.581 | -22.112 | |
| Mentor impulsiveness | 3.700 | 1.311 | 0.006 | 1.096 | 6.304 | |
| Mentee sentimentality | 3.879 | 2.017 | 0.058 | -.127 | 7.884 | |
| Mentor spiritual acceptance | 6.061 | 1.991 | 0.003 | 2.109 | 10.014 | |
| ST mentee>mentor | 14.045 | 4.856 | 0.005 | 4.402 | 23.687 | |
| B) Usefulness of mentoring | ||||||
| R2 = 0.046 | (Constant) | -0.090 | 0.104 | 0.389 | -0.298 | 0.117 |
| PER mentor = mentee | 0.560 | 0.260 | 0.034 | 0.044 | 1.075 | |
| R2 = 0.088 | (Constant) | -0.379 | 0.158 | 0.018 | -0.692 | -0.066 |
| NS to HA ratio of mentee | 0.295 | 0.097 | 0.003 | 0.102 | 0.488 | |
| C) Empowerment of mentees | ||||||
| R2 = 0.051 | (Constant) | -0.780 | 0.355 | 0.031 | -1.485 | -0.074 |
| SD mentee | 0.054 | 0.024 | 0.025 | 0.007 | 0.101 | |
| R2 = 0.103 | (Constant) | -0.336 | 0.137 | 0.016 | -0.609 | -0.063 |
| ST mentee > mentor | 0.514 | 0.199 | 0.011 | 0.119 | 0.909 | |
| NS mentor > mentee | 0.508 | 0.204 | 0.014 | 0.104 | 0.913 | |
| D) Respectful behavior of mentors | ||||||
| R2 = 0.092 | (Constant) | -0.554 | 0.200 | 0.007 | -0.952 | -0.157 |
| NS mentor | 0.071 | 0.023 | 0.002 | 0.026 | 0.115 | |
| R2 = 0.050 | (Constant) | -0.436 | 0.215 | 0.046 | -0.864 | -0.009 |
| NS to RD ratio of mentor | 0.508 | 0.226 | 0.027 | 0.059 | 0.957 | |
>Abbreviations: CO, Cooperativeness; HA, Harm Avoidance; NS, Novelty-Seeking; PER, Persistence; RD, Reward Dependence; SD, Self-Directedness; ST, Self-Transcendence.
| Variables | OR | P Value | 95% CI | Model Accuracy |
|---|---|---|---|---|
| NS to HA ratio of mentor | 1.29 | 0.816 | 0.16 - 10.63 | Pseudo R2 = 0.436 |
| NS to HA ratio of mentee | 1.82 | 0.660 | 0.13 - 26.40 | |
| NS to RD ratio of mentor | 37.73 | 0.029 | 1.46 - 973.13 | |
| NS to RD ratio of mentee | 0.12 | 0.140 | 0.01 - 2.04 | |
| RD to HA ratio of mentor | 1.95 | 0.304 | 0.55 - 6.98 | |
| RD to HA ratio of mentee | 1.26 | 0.804 | 0.20 - 7.94 | |
| NS mentor>mentee | 380.95 | 0.028 | 1.93 - 75247.11 | Pseudo R2 = 0.497 |
| NS mentee>mentor | 3.40 | 0.520 | 0.08 - 142.51 | |
| NS mentor=mentee | Referent | |||
| HA mentor>mentee | 1.58 × 107 | < 0.001 | 174952.6 - 1.43 × 109 | |
| HA mentee>mentor | 1.01 × 107 | < 0.001 | 286839.7 - 3.59 × 108 | |
| HA mentor=mentee | Referent | |||
| SD mentor=mentee | 7.36 | 0.321 | 0.14 - 378.55 | |
| SD mentee>mentor | 2.52 | 0.570 | 0.10 - 61.40 | |
| SD mentor>mentee | Referent | |||
| CO mentor=mentee | 9.05 | 0.431 | 0.04 - 2183.33 | |
| CO mentee>mentor | 0.89 | 0.914 | 0.12 - 6.92 | |
| CO mentor>mentee | Referent | |||
| RD mentor=mentee | 2.21 | 0.520 | 0.20 - 24.88 | |
| RD mentee>mentor | 0.96 | 0.974 | 0.06 - 15.26 | |
| RD mentor>mentee | Referent | |||
| PER mentor=mentee | 0.66 | 0.773 | 0.04 - 11.36 | |
| PER mentee>mentor | 0.08 | 0.108 | 0.004 - 1.73 | |
| PER mentor>mentee | Referent | |||
| ST mentor>mentee | 1.09 | 0.946 | 0.10 - 11.93 | |
| ST mentee>mentor | 34.68 | 0.026 | 1.52 - 792.93 | |
| ST mentor=mentee | Referent | |||
| NS mentor | 2.96 | 0.023 | 1.17 - 7.60 | Pseudo R2 = 0.648 |
| HA mentor | 0.52 | 0.010 | 0.31 - 0.86 | |
| SD mentor | 0.96 | 0.826 | 0.69 - 1.35 | |
| CO mentor | 1.62 | 0.051 | 0.10 - 2.63 | |
| RD mentor | 0.90 | 0.692 | 0.52 - 1.55 | |
| PER mentor | 2.05 | 0.069 | 0.95 - 4.44 | |
| ST mentor | 0.43 | 0.041 | 0.19 - 0.97 | |
| NS Mentee | 0.57 | 0.094 | 0.29 - 1.1 | |
| HA Mentee | 1.001 | 0.997 | 0.72 - 1.40 | |
| SD Mentee | 2.29 | 0.019 | 1.15 - 4.59 | |
| CO Mentee | 0.83 | 0.470 | 0.51 - 1.37 | |
| RD Mentee | 1.24 | 0.563 | 0.60 - 2.60 | |
| PER Mentee | 0.39 | 0.305 | 0.06 - 2.38 | |
| ST Mentee | 1.97 | 0.036 | 1.05 - 3.72 |
Abbreviations: CO, Cooperativeness; HA, Harm Avoidance; NS, Novelty-Seeking; PER, Persistence; RD, Reward Dependence; SD, Self-Directedness; ST, Self-Transcendence.
The Results of Artificial Neural Network with Radial Basis Function Analysis are Displayed; A, Receiver Operating Characteristic Curve Shows an Area Under the Curve of 0.947 for the Correct Prediction of Highest and Lowest Quartiles of Mentoring Satisfaction. The Accurate Predictions of Training and Testing Were 84.4% and 83.3%, Respectively. B, The Importance of Input Variables from Temperament and Character Inventory) Is Shown
