| Literature DB >> 35386525 |
Oana A David1,2, Silvia Magurean3, Cristina Tomoiagă4.
Abstract
Therapeutic or serious games are considered innovative ways of delivering psychological interventions especially suited for children and adolescents, which can have a positive impact on mental health, while also being fun and easily accessible online. While most serious games for children and adolescents address specific issues, such as anxiety or depression, preventive measures received less attention. REThink is an online therapeutic game designed as a stand-alone prevention tool, aiming to increase resilience in healthy children and adolescents in a Rational Emotive Behavioral Therapy framework (David et al., 2019). The aim of this pilot study was to investigate the validity of in-game performance measurements or scores as indicators of the game effectiveness in building real life emotion-regulation abilities. We analyzed how scores of different game levels (addressing different skills) are associated with improvements in mental health and emotion regulation abilities. Our preliminary results suggest that in-game performance at some levels (scores) consistently reflect improvements in psychological functioning, while in-game performance at other levels are less associated with changes in real life self-reported psychological functioning. These results offer important information about which levels can be used as preliminary indicators of psychological improvements, and which levels need to be revised in terms of task or scoring. Overall, results of our study offer preliminary validation of REThink's game scoring system, while also suggesting the elements to be refined.Entities:
Keywords: children and adolescents; digital health; emotional disorders; prevention; serious games
Year: 2022 PMID: 35386525 PMCID: PMC8977605 DOI: 10.3389/fpsyt.2022.828481
Source DB: PubMed Journal: Front Psychiatry ISSN: 1664-0640 Impact factor: 4.157
Short description of the REThink levels and scoring algorithm.
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| Level 1 | Gain 40 points for each correct action (in distinguishing between emotions); lose 20 points for each wrong action (in distinguishing between emotions). Maximum score: 121 emotions*40 points = 4,840. |
| Level 2 | Gain 15 points for each correct action (cleaning tree from irrational singing birds/leaving rational singing birds/caring for the tree); lose 15 points for each wrong action. |
| Level 3 | Gain 5 points for each correct action (cultivating good seeds, caring for the good seeds); lose 5 points for each wrong action (cultivating bad seeds); lose 1 point per each seed bought |
| Level 4 | Gain 40 points for each correct action (in neutralizing each type of irrational belief with its corresponding rational belief); lose 40 points for each wrong action (in neutralizing each type of irrational belief with its corresponding rational belief). Each neutralizing potion bought costs 20 points. |
| Level 5 | Gain 50 points for each minute bought |
| Level 6 | Lose 100 points for being detected by the Irrationalizer's team |
| Level 7 | Sublevel 7.1: Build positive attention bias: Earn 50 points for each correct action (identify the happy face); lose 50 points for each wrong action (identify the happy face); lose 40 points if time is up. |
is a specification added to the scoring of the level.
Means (M), standard deviations (SD), range (Min–Max) and sample size (N) for outcome variables.
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| CASI total | 74.08 | 10.61 | 47 | 54.00; 101.00 | 65.64 | 17.52 | 48 | 32.00; 104.00 |
| FDCMS total | 6.62 | 10.83 | 48 | 0.00; 50.00 | 7.04 | 9.81 | 48 | 0.00; 41.00 |
| SDQ total | 20.38 | 5.02 | 47 | 12.00;31.00 | 18.70 | 5.62 | 48 | 11.00;30.00 |
| ERICA control | 26.78 | 5.46 | 47 | 13.00; 39.00 | 31.25 | 6.01 | 47 | 17.00; 40.00 |
| ERICA awareness | 19.02 | 3.08 | 47 | 13.00; 25.00 | 21.10 | 3.26 | 47 | 13.00; 25.00 |
| EATQ attention | 22.36 | 4.22 | 47 | 15.00; 34.00 | 25.37 | 4.56 | 48 | 17.00; 35.00 |
| EATQ depression | 15.06 | 4.67 | 47 | 7.00; 24.00 | 11.39 | 3.68 | 48 | 6.00; 21.00 |
| EATQ inhibition | 34.74 | 5.75 | 47 | 20.00; 45.00 | 37.79 | 6.83 | 48 | 23.00; 52.00 |
| EATQ fear | 16.04 | 4.80 | 47 | 7.00; 24.00 | 12.89 | 4.53 | 48 | 6.00; 22.00 |
Correlation analysis for Level 1 scores.
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| Level 1 scores | Pearson correlation | 1 | 0.173 | 0.271 | 0.135 | −0.153 | 0.417 | 0.296 | −0.172 | −0.010 |
| Sig. (1-tailed) | 0.146 | 0.047 | 0.207 | 0.176 | 0.004 | 0.034 | 0.144 | 0.475 | ||
| N | 40 | 39 | 39 | 39 | 39 | 39 | 39 | 40 | 40 | |
| SDQ_emotion | Pearson correlation | 0.173 | 1 | 0.485 | 0.472 | −0.224 | 0.258 | 0.787 | 0.111 | 0.196 |
| Sig. (1-tailed) | 0.146 | 0.000 | 0.000 | 0.065 | 0.040 | 0.000 | 0.231 | 0.096 | ||
| N | 39 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | |
| SDQ_behav | Pearson correlation | 0.271 | 0.485 | 1 | 0.573 | 0.004 | 0.403 | 0.788 | 0.047 | −0.039 |
| Sig. (1-tailed) | 0.047 | 0.000 | 0.000 | 0.489 | 0.002 | 0.000 | 0.378 | 0.398 | ||
| N | 39 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | |
| SDQ_hiper | Pearson correlation | 0.135 | 0.472 | 0.573 | 1 | −0.170 | 0.337 | 0.809 | −0.157 | −0.089 |
| Sig. (1-tailed) | 0.207 | 0.000 | 0.000 | 0.126 | 0.010 | 0.000 | 0.149 | 0.278 | ||
| N | 39 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | |
| SDQ_prosocial | Pearson correlation | −0.153 | −0.224 | 0.004 | −0.170 | 1 | −0.373 | −0.256 | 0.285 | −0.140 |
| Sig. (1-tailed) | 0.176 | 0.065 | 0.489 | 0.126 | 0.005 | 0.042 | 0.027 | 0.177 | ||
| N | 39 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | |
| SDQ_relation | Pearson correlation | 0.417 | 0.258 | 0.403 | 0.337 | −0.373 | 1 | 0.609 | 0.095 | 0.026 |
| Sig. (1-tailed) | 0.004 | 0.040 | 0.002 | 0.010 | 0.005 | 0.000 | 0.264 | 0.432 | ||
| N | 39 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | |
| SDQ_total | Pearson correlation | 0.296 | 0.787 | 0.788 | 0.809 | −0.256 | 0.609 | 1 | 0.021 | 0.037 |
| Sig. (1-tailed) | 0.034 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.444 | 0.404 | ||
| N | 39 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 46 | |
| ERICA_awareness | Pearson correlation | −0.172 | 0.111 | 0.047 | −0.157 | 0.285 | 0.095 | 0.021 | 1 | 0.116 |
| Sig. (1-tailed) | 0.144 | 0.231 | 0.378 | 0.149 | 0.027 | 0.264 | 0.444 | 0.220 | ||
| N | 40 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | 47 | |
| ERICA_control_ | Pearson correlation | −0.010 | 0.196 | −0.039 | −0.089 | −0.140 | 0.026 | 0.037 | 0.116 | 1 |
| Sig. (1-tailed) | 0.475 | 0.096 | 0.398 | 0.278 | 0.177 | 0.432 | 0.404 | 0.220 | ||
| N | 40 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | 47 | |
| FDCMST_disf | Pearson correlation | 0.087 | −0.045 | 0.045 | 0.188 | 0.335 | −0.142 | 0.025 | −0.249 | −0.213 |
| Sig. (1-tailed) | 0.296 | 0.382 | 0.382 | 0.103 | 0.011 | 0.171 | 0.435 | 0.046 | 0.075 | |
| N | 40 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | |
| FDCMST_funct | Pearson correlation | 0.083 | 0.199 | 0.139 | 0.435 | 0.237 | −0.022 | 0.275 | −0.132 | −0.192 |
| Sig. (1-tailed) | 0.306 | 0.089 | 0.176 | 0.001 | 0.055 | 0.441 | 0.031 | 0.188 | 0.098 | |
| N | 40 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | |
| FDCMST_positive | Pearson correlation | −0.380 | −0.516 | −0.317 | −0.400 | 0.282 | −0.338 | −0.537 | 0.017 | −0.020 |
| Sig. (1-tailed) | 0.009 | 0.000 | 0.016 | 0.003 | 0.029 | 0.011 | 0.000 | 0.455 | 0.448 | |
| N | 39 | 46 | 46 | 46 | 46 | 46 | 46 | 46 | 46 | |
| FDCMST_total | Pearson correlation | 0.095 | 0.106 | 0.111 | 0.369 | 0.313 | −0.083 | 0.188 | −0.206 | −0.226 |
| Sig. (1-tailed) | 0.279 | 0.240 | 0.230 | 0.005 | 0.016 | 0.290 | 0.103 | 0.083 | 0.063 | |
| N | 40 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | |
| EATQ_atent | Pearson correlation | −0.132 | −0.351 | −0.388 | −0.636 | 0.033 | −0.270 | −0.550 | 0.065 | 0.133 |
| Sig. (1-tailed) | 0.208 | 0.008 | 0.004 | 0.000 | 0.413 | 0.035 | 0.000 | 0.333 | 0.187 | |
| N | 40 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | 47 | |
| EATQ_depres | Pearson correlation | 0.294 | 0.555 | 0.287 | 0.373 | −0.205 | 0.184 | 0.477 | −0.264 | −0.017 |
| Sig. (1-tailed) | 0.033 | 0.000 | 0.027 | 0.005 | 0.086 | 0.110 | 0.000 | 0.036 | 0.455 | |
| N | 40 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | 47 | |
| EATQ_fear | Pearson correlation | 0.012 | 0.577 | 0.330 | 0.355 | −0.338 | 0.267 | 0.513 | −0.183 | −0.114 |
| Sig. (1-tailed) | 0.471 | 0.000 | 0.012 | 0.008 | 0.011 | 0.036 | 0.000 | 0.109 | 0.223 | |
| N | 40 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | 47 | |
| EATQ_inhib | Pearson correlation | −0.210 | −0.170 | −0.260 | −0.184 | 0.063 | −0.187 | −0.254 | 0.058 | 0.239 |
| Sig. (1-tailed) | 0.097 | 0.129 | 0.041 | 0.110 | 0.338 | 0.107 | 0.044 | 0.349 | 0.053 | |
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| 40 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | 47 |
Correlation is significant at the 0.05 level (1-tailed).
Correlation is significant at the 0.01 level (1-tailed).
Correlation analysis for Level 1 scores.
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| Level 1 scores | Pearson correlation | −0.132 | 0.294 | 0.012 | −0.210 | 0.087 | 0.083 | −0.380 | 0.095 |
| Sig. (1-tailed) | 0.208 | 0.033 | 0.471 | 0.097 | 0.296 | 0.306 | 0.009 | 0.279 | |
| N | 40 | 40 | 40 | 40 | 40 | 40 | 39 | 40 | |
| SDQ_emotion | Pearson correlation | −0.351 | 0.555 | 0.577 | −0.170 | −0.045 | 0.199 | −0.516 | 0.106 |
| Sig. (1-tailed) | 0.008 | 0.000 | 0.000 | 0.129 | 0.382 | 0.089 | 0.000 | 0.240 | |
| N | 46 | 46 | 46 | 46 | 47 | 47 | 46 | 47 | |
| SDQ_behav | Pearson correlation | −0.388 | 0.287 | 0.330 | −0.260 | 0.045 | 0.139 | −0.317 | 0.111 |
| Sig. (1-tailed) | 0.004 | 0.027 | 0.012 | 0.041 | 0.382 | 0.176 | 0.016 | 0.230 | |
| N | 46 | 46 | 46 | 46 | 47 | 47 | 46 | 47 | |
| SDQ_hiper | Pearson correlation | −0.636 | 0.373 | 0.355 | −0.184 | 0.188 | 0.435 | −0.400 | 0.369 |
| Sig. (1-tailed) | 0.000 | 0.005 | 0.008 | 0.110 | 0.103 | 0.001 | 0.003 | 0.005 | |
| N | 46 | 46 | 46 | 46 | 47 | 47 | 46 | 47 | |
| SDQ_prosocial | Pearson correlation | 0.033 | −0.205 | −0.338 | 0.063 | 0.335 | 0.237 | 0.282 | 0.313 |
| Sig. (1-tailed) | 0.413 | 0.086 | 0.011 | 0.338 | 0.011 | 0.055 | 0.029 | 0.016 | |
| N | 46 | 46 | 46 | 46 | 47 | 47 | 46 | 47 | |
| SDQ_relation | Pearson correlation | −0.270 | 0.184 | 0.267 | −0.187 | −0.142 | −0.022 | −0.338 | −0.083 |
| Sig. (1-tailed) | 0.035 | 0.110 | 0.036 | 0.107 | 0.171 | 0.441 | 0.011 | 0.290 | |
| N | 46 | 46 | 46 | 46 | 47 | 47 | 46 | 47 | |
| SDQ_total | Pearson correlation | −0.550 | 0.477 | 0.513 | −0.254 | 0.025 | 0.275 | −0.537 | 0.188 |
| Sig. (1-tailed) | 0.000 | 0.000 | 0.000 | 0.044 | 0.435 | 0.031 | 0.000 | 0.103 | |
| N | 46 | 46 | 46 | 46 | 47 | 47 | 46 | 47 | |
| ERICA_ awareness | Pearson correlation | 0.065 | −0.264 | −0.183 | 0.058 | −0.249 | −0.132 | 0.017 | −0.206 |
| Sig. (1-tailed) | 0.333 | 0.036 | 0.109 | 0.349 | 0.046 | 0.188 | 0.455 | 0.083 | |
| N | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 47 | |
| ERICA_ control | Pearson correlation | 0.133 | −0.017 | −0.114 | 0.239 | −0.213 | −0.192 | −0.020 | −0.226 |
| Sig. (1-tailed) | 0.187 | 0.455 | 0.223 | 0.053 | 0.075 | 0.098 | 0.448 | 0.063 | |
| N | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 47 | |
| FDCMST_disf | Pearson correlation | −0.302 | 0.211 | 0.004 | −0.200 | 1 | 0.587 | −0.067 | 0.861 |
| Sig. (1-tailed) | 0.020 | 0.077 | 0.490 | 0.088 | 0.000 | 0.326 | 0.000 | ||
| N | 47 | 47 | 47 | 47 | 48 | 48 | 47 | 48 | |
| FDCMST_func | Pearson correlation | −0.320 | 0.320 | 0.076 | −0.188 | 0.587 | 1 | −0.315 | 0.918 |
| Sig. (1-tailed) | 0.014 | 0.014 | 0.306 | 0.103 | 0.000 | 0.016 | 0.000 | ||
| N | 47 | 47 | 47 | 47 | 48 | 48 | 47 | 48 | |
| FDCMST_postive | Pearson correlation | 0.251 | −0.308 | −0.256 | 0.269 | −0.067 | −0.315 | 1 | −0.231 |
| Sig. (1-tailed) | 0.046 | 0.019 | 0.043 | 0.035 | 0.326 | 0.016 | 0.059 | ||
| N | 46 | 46 | 46 | 46 | 47 | 47 | 47 | 47 | |
| FDCMST_total | Pearson correlation | −0.350 | 0.305 | 0.050 | −0.217 | 0.861 | 0.918 | −0.231 | 1 |
| Sig. (1-tailed) | 0.008 | 0.018 | 0.370 | 0.072 | 0.000 | 0.000 | 0.059 | ||
| N | 47 | 47 | 47 | 47 | 48 | 48 | 47 | 48 | |
| EATQ_atent | Pearson correlation | 1 | −0.326 | −0.348 | 0.620 | −0.302 | −0.320 | 0.251 | −0.350 |
| Sig. (1-tailed) | 0.013 | 0.008 | 0.000 | 0.020 | 0.014 | 0.046 | 0.008 | ||
| N | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 47 | |
| EATQ_depres | Pearson correlation | −0.326 | 1 | 0.525 | −0.101 | 0.211 | 0.320 | −0.308 | 0.305 |
| Sig. (1-tailed) | 0.013 | 0.000 | 0.250 | 0.077 | 0.014 | 0.019 | 0.018 | ||
| N | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 47 | |
| EATQ_fear | Pearson correlation | −0.348 | 0.525 | 1 | −0.271 | 0.004 | 0.076 | −0.256 | 0.050 |
| Sig. (1-tailed) | 0.008 | 0.000 | 0.033 | 0.490 | 0.306 | 0.043 | 0.370 | ||
| N | 47 | 47 | 47 | 47 | 47 | 47 | 46 | 47 | |
| EATQ_inhib | Pearson correlation | 0.620 | −0.101 | −0.271 | 1 | −0.200 | −0.188 | 0.269 | −0.217 |
| Sig. (1-tailed) | 0.000 | 0.250 | 0.033 | 0.088 | 0.103 | 0.035 | 0.072 | ||
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| 47 | 47 | 47 | 47 | 47 | 47 | 46 | 47 |
Correlation is significant at the 0.05 level (1-tailed).
Correlation is significant at the 0.01 level (1-tailed).
Figure 1Scatterplot matrix for Level 1 scores.
Figure 2Scatterplot matrix for Level 1 scores.
Correlation analysis on Level 2, 3, and 4 scores.
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| Level 2 scores | Pearson correlation | 1 | 0.172 | −0.088 | 0.065 | −0.298 | −0.242 | −0.249 |
| Sig. (1-tailed) | 0.169 | 0.322 | 0.354 | 0.039 | 0.077 | 0.071 | ||
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| 36 | 33 | 30 | 36 | 36 | 36 | 36 | |
| Level 3 scores | Pearson correlation | 0.172 | 1 | −0.174 | −0.027 | 0.193 | 0.049 | 0.062 |
| Sig. (1-tailed) | 0.169 | 0.159 | 0.432 | 0.111 | 0.379 | 0.347 | ||
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| 33 | 42 | 35 | 42 | 42 | 42 | 42 | |
| Level 4 scores | Pearson correlation | −0.088 | −0.174 | 1 | 0.123 | 0.115 | −0.069 | 0.149 |
| Sig. (1-tailed) | 0.322 | 0.159 | 0.232 | 0.245 | 0.340 | 0.187 | ||
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| 30 | 35 | 38 | 38 | 38 | 38 | 38 | |
| CASI_fair | Pearson correlation | 0.065 | −0.027 | 0.123 | 1 | 0.083 | 0.218 | 0.262 |
| Sig. (1-tailed) | 0.354 | 0.432 | 0.232 | 0.289 | 0.071 | 0.037 | ||
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| 36 | 42 | 38 | 47 | 47 | 47 | 47 | |
| CASI_intoler | Pearson correlation | −0.298 | 0.193 | 0.115 | 0.083 | 1 | 0.403 | 0.766 |
| Sig. (1-tailed) | 0.039 | 0.111 | 0.245 | 0.289 | 0.002 | 0.000 | ||
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| 36 | 42 | 38 | 47 | 47 | 47 | 47 | |
| CASI_work | Pearson correlation | −0.242 | 0.049 | −0.069 | 0.218 | 0.403 | 1 | 0.750 |
| Sig. (1-tailed) | 0.077 | 0.379 | 0.340 | 0.071 | 0.002 | 0.000 | ||
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| 36 | 42 | 38 | 47 | 47 | 47 | 47 | |
| CASI_Total | Pearson correlation | −0.249 | 0.062 | 0.149 | 0.262 | 0.766 | 0.750 | 1 |
| Sig. (1-tailed) | 0.071 | 0.347 | 0.187 | 0.037 | 0.000 | 0.000 | ||
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| 36 | 42 | 38 | 47 | 47 | 47 | 47 |
Correlation is significant at the 0.05 level (1-tailed).
Correlation is significant at the 0.01 level (1-tailed).
Figure 3Scatterplot matrix for Level 2, 3 and 4 scores.
Correlation analysis for Level 5 scores.
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| Problem solving | Pearson correlation | 1 | 0.143 |
| Sig. (1-tailed) | 0.193 | ||
| N | 47 | 39 | |
| Level 5 scores | Pearson correlation | 0.143 | 1 |
| Sig. (1-tailed) | 0.193 | ||
| N | 39 | 39 |
Figure 4Scatterplot for Level 5 scores.
Correlation analysis for Level 6 scores.
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| Level 6 scores | Pearson correlation | 1 | 0.082 | 0.223 | 0.203 | 0.424 | −0.117 | 0.397 | 0.372 | 0.076 | 0.184 | 0.237 | 0.105 | 0.256 | −0.257 |
| Sig. (1-tailed) | 0.320 | 0.099 | 0.121 | 0.006 | 0.255 | 0.009 | 0.014 | 0.332 | 0.145 | 0.085 | 0.275 | 0.069 | 0.068 | ||
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| 35 | 35 | 35 | 35 | 35 | 34 | 35 | 35 | 35 | 35 | 35 | 35 | 35 | 35 | |
| ERICA awareness | Pearson correlation | 0.082 | 1 | 0.116 | −0.249 | −0.132 | 0.017 | −0.206 | 0.111 | 0.047 | −0.157 | 0.285 | 0.095 | 0.021 | 0.123 |
| Sig. (1-tailed) | 0.320 | 0.220 | 0.046 | 0.188 | 0.455 | 0.083 | 0.231 | 0.378 | 0.149 | 0.027 | 0.264 | 0.444 | 0.205 | ||
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| 35 | 47 | 47 | 47 | 47 | 46 | 47 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | |
| ERICA control | Pearson correlation | 0.223 | 0.116 | 1 | −0.213 | −0.192 | −0.020 | −0.226 | 0.196 | −0.039 | −0.089 | −0.140 | 0.026 | 0.037 | −0.120 |
| Sig. (1-tailed) | 0.099 | 0.220 | 0.075 | 0.098 | 0.448 | 0.063 | 0.096 | 0.398 | 0.278 | 0.177 | 0.432 | 0.404 | 0.211 | ||
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| 35 | 47 | 47 | 47 | 47 | 46 | 47 | 46 | 46 | 46 | 46 | 46 | 46 | 47 | |
| FDCMST disf | Pearson correlation | 0.203 | −0.249 | −0.213 | 1 | 0.587 | −0.067 | 0.861 | −0.045 | 0.045 | 0.188 | 0.335 | −0.142 | 0.025 | 0.320 |
| Sig. (1-tailed) | 0.121 | 0.046 | 0.075 | 0.000 | 0.326 | 0.000 | 0.382 | 0.382 | 0.103 | 0.011 | 0.171 | 0.435 | 0.014 | ||
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| 35 | 47 | 47 | 48 | 48 | 47 | 48 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | |
| FDCMST funct | Pearson correlation | 0.424 | −0.132 | −0.192 | 0.587 | 1 | −0.315 | 0.918 | 0.199 | 0.139 | 0.435 | 0.237 | −0.022 | 0.275 | 0.109 |
| Sig. (1-tailed) | 0.006 | 0.188 | 0.098 | 0.000 | 0.016 | 0.000 | 0.089 | 0.176 | 0.001 | 0.055 | 0.441 | 0.031 | 0.234 | ||
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| 35 | 47 | 47 | 48 | 48 | 47 | 48 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | |
| FDCMST positive | Pearson correlation | −0.117 | 0.017 | −0.020 | −0.067 | −0.315 | 1 | −0.231 | −0.516 | −0.317 | −0.400 | 0.282 | −0.338 | −0.537 | 0.066 |
| Sig. (1-tailed) | 0.255 | 0.455 | 0.448 | 0.326 | 0.016 | 0.059 | 0.000 | 0.016 | 0.003 | 0.029 | 0.011 | 0.000 | 0.330 | ||
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| 34 | 46 | 46 | 47 | 47 | 47 | 47 | 46 | 46 | 46 | 46 | 46 | 46 | 46 | |
| FDCMST total | Pearson correlation | 0.397 | −0.206 | −0.226 | 0.861 | 0.918 | −0.231 | 1 | 0.106 | 0.111 | 0.369 | 0.313 | −0.083 | 0.188 | 0.226 |
| Sig. (1-tailed) | 0.009 | 0.083 | 0.063 | 0.000 | 0.000 | 0.059 | 0.240 | 0.230 | 0.005 | 0.016 | 0.290 | 0.103 | 0.064 | ||
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| 35 | 47 | 47 | 48 | 48 | 47 | 48 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | |
| SDQ emot | Pearson correlation | 0.372 | 0.111 | 0.196 | −0.045 | 0.199 | −0.516 | 0.106 | 1 | 0.485 | 0.472 | −0.224 | 0.258 | 0.787 | −0.312 |
| Sig. (1-tailed) | 0.014 | 0.231 | 0.096 | 0.382 | 0.089 | 0.000 | 0.240 | 0.000 | 0.000 | 0.065 | 0.040 | 0.000 | 0.017 | ||
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| 35 | 46 | 46 | 47 | 47 | 46 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | |
| SDQ behav | Pearson Correlation | 0.076 | 0.047 | −0.039 | 0.045 | 0.139 | −0.317 | 0.111 | 0.485 | 1 | 0.573 | 0.004 | 0.403 | 0.788 | 0.025 |
| Sig. (1-tailed) | 0.332 | 0.378 | 0.398 | 0.382 | 0.176 | 0.016 | 0.230 | 0.000 | 0.000 | 0.489 | 0.002 | 0.000 | 0.435 | ||
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| 35 | 46 | 46 | 47 | 47 | 46 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | |
| SDQ hiper | Pearson correlation | 0.184 | −0.157 | −0.089 | 0.188 | 0.435 | −0.400 | 0.369 | 0.472 | 0.573 | 1 | −0.170 | 0.337 | 0.809 | −0.077 |
| Sig. (1-tailed) | 0.145 | 0.149 | 0.278 | 0.103 | 0.001 | 0.003 | 0.005 | 0.000 | 0.000 | 0.126 | 0.010 | 0.000 | 0.305 | ||
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| 35 | 46 | 46 | 47 | 47 | 46 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | |
| SDQ prosocial | Pearson correlation | 0.237 | 0.285 | −0.140 | 0.335 | 0.237 | 0.282 | 0.313 | −0.224 | 0.004 | −0.170 | 1 | −0.373 | −0.256 | 0.252 |
| Sig. (1-tailed) | 0.085 | 0.027 | 0.177 | 0.011 | 0.055 | 0.029 | 0.016 | 0.065 | 0.489 | 0.126 | 0.005 | 0.042 | 0.046 | ||
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| 35 | 46 | 46 | 47 | 47 | 46 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | |
| SDQ relation | Pearson correlation | 0.105 | 0.095 | 0.026 | −0.142 | −0.022 | −0.338 | −0.083 | 0.258 | 0.403 | 0.337 | −0.373 | 1 | 0.609 | −0.042 |
| Sig. (1-tailed) | 0.275 | 0.264 | 0.432 | 0.171 | 0.441 | 0.011 | 0.290 | 0.040 | 0.002 | 0.010 | 0.005 | 0.000 | 0.390 | ||
|
| 35 | 46 | 46 | 47 | 47 | 46 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | |
| SDQ total | Pearson correlation | 0.256 | 0.021 | 0.037 | 0.025 | 0.275 | −0.537 | 0.188 | 0.787 | 0.788 | 0.809 | −0.256 | 0.609 | 1 | −0.152 |
| Sig. (1-tailed) | 0.069 | 0.444 | 0.404 | 0.435 | 0.031 | 0.000 | 0.103 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.157 | ||
|
| 35 | 46 | 46 | 47 | 47 | 46 | 47 | 47 | 47 | 47 | 47 | 47 | 47 | 46 | |
| ERICA situation | Pearson correlation | −0.257 | 0.123 | −0.120 | 0.320 | 0.109 | 0.066 | 0.226 | −0.312 | 0.025 | −0.077 | 0.252 | −0.042 | −0.152 | 1 |
| Sig. (1-tailed) | 0.068 | 0.205 | 0.211 | 0.014 | 0.234 | 0.330 | 0.064 | 0.017 | 0.435 | 0.305 | 0.046 | 0.390 | 0.157 | ||
|
| 35 | 47 | 47 | 47 | 47 | 46 | 47 | 46 | 46 | 46 | 46 | 46 | 46 | 47 |
Correlation is significant at the 0.01 level (1-tailed).
Correlation is significant at the 0.05 level (1-tailed).
Figure 5Scatterplot matrix for Level 6 scores.
Figure 6Scatterplot matrix for Level 6 scores.
Regression analysis for predictive validity.
|
|
|
| |||
|---|---|---|---|---|---|
|
|
|
| |||
| ( | 2.653 | 19.490 | 0.136 | 0.894 | |
|
| −5.011E-7 | 0.001 | −0.000 | −0.001 | 0.999 |
|
| −0.001 | 0.009 | −0.027 | −0.115 | 0.911 |
|
| −0.001 | 0.002 | −0.075 | −0.290 | 0.778 |
|
| −0.020 | 0.023 | −0.258 | −0.890 | 0.395 |
|
| 0.012 | 0.022 | −0.168 | 0.557 | 0.589 |
|
| 0.012 | 0.005 | −0.579 | 2.417 | 0.036 |
Dependent Variable: Strengths and Difficulties Questionnaire (SDQ; .