Table 5. Description of the 5 classes.
Patients with complex psychological functioning (n = 92) |
Patients with impulsive psychological functioning (n = 13) | Patients with cooperative psychological functioning (n = 53) | Patients with immature psychological functioning (n = 127) | Patients with resilient psychological functioning (n = 17) |
Entire sample 5 classesa (n = 302) |
Corrected sample 4 classesb (n = 210) |
|||||||||||||
Qualitative variables | n | % |
p-value 5 classes |
n | % |
p-value 4 classes |
n | % |
p-value 4 classes |
n | % |
p-value 4 classes |
n | % |
p-value 4 classes |
n | % | n | % |
Type of disorder | 0.2448 | 0.0354 | 0.1353 | 0.9272 | 0.1597 | ||||||||||||||
Compulsive buying | 1 | 1.1 | 0 | 0 | 1 | 2 | 1 | 1 | 1 | 6 | 4 | 1 | 3 | 1 | |||||
Sexual addiction | 19 | 20.7 | 4 | 31 | 7 | 13 | 11 | 9 | 1 | 6 | 42 | 14 | 23 | 11 | |||||
Problem gambling | 22 | 23.9 | 7 | 54 | 12 | 22 | 55 | 43 | 11 | 65 | 107 | 35 | 85 | 41 | |||||
Excessive videogame use | 7 | 7.6 | 1 | 8 | 3 | 6 | 7 | 5 | 0 | 0 | 18 | 6 | 11 | 5 | |||||
Eating disorders | 43 | 46.7 | 1 | 8 | 30 | 57 | 53 | 42 | 4 | 24 | 131 | 43 | 88 | 42 | |||||
Sex | 0.9048 | 0.0027 | 0.1971 | 0.9535 | 0.7864 | ||||||||||||||
Women | 45 | 49 | 1 | 8 | 32 | 60 | 65 | 51 | 8 | 47 | 151 | 50 | 106 | 50 | |||||
Men | 46 | 51 | 12 | 92 | 21 | 40 | 62 | 49 | 9 | 53 | 150 | 50 | 104 | 50 | |||||
Marital status | 0.0500 | 0.0584 | 0.1053 | 0.6656 | 0.7077 | ||||||||||||||
Lives alone | 66 | 72 | 4 | 8 | 38 | 71 | 70 | 56 | 9 | 47 | 187 | 62 | 121 | 58 | |||||
Lives in couple | 24 | 26 | 9 | 92 | 15 | 29 | 56 | 44 | 8 | 53 | 113 | 37 | 89 | 42 | |||||
Other | 2 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 1 | 0 | 0 | |||||
Educational level | 0.8923 | 0.5501 | 0.4183 | 0.5026 | 0.5944 | ||||||||||||||
Under high school graduation | 33 | 36 | 3 | 23 | 15 | 28 | 48 | 38 | 7 | 41 | 106 | 35 | 73 | 35 | |||||
Over high school graduation | 59 | 64 | 10 | 77 | 38 | 72 | 78 | 62 | 10 | 59 | 196 | 65 | 137 | 65 | |||||
Employment situation | 0.1172 | 0.2388 | 0.7543 | 0.7192 | 0.1026 | ||||||||||||||
Inactive | 56 | 62 | 4 | 31 | 26 | 50 | 58 | 46 | 11 | 69 | 155 | 52 | 99 | 48 | |||||
Active | 35 | 38 | 9 | 69 | 26 | 50 | 67 | 54 | 5 | 31 | 142 | 48 | 107 | 52 | |||||
ADHD | <0.0001 | 0.0208 | 0.2123 | 0.7905 | 0.2761 | ||||||||||||||
No ADHD | 36 | 39 | 7 | 54 | 48 | 90 | 102 | 81 | 12 | 71 | 205 | 68 | 169 | 80 | |||||
ADHD persistent (adulthood) | 39 | 42 | 3 | 23 | 1 | 2 | 6 | 4 | 2 | 12 | 51 | 17 | 12 | 6 | |||||
ADHD no persistent (childhood) | 17 | 19 | 3 | 23 | 4 | 8 | 19 | 15 | 3 | 18 | 46 | 15 | 29 | 14 | |||||
Total abstinence for at least a month | 0.0293 | 0.3368 | 0.5075 | 0.6163 | 0.8922 | ||||||||||||||
No | 64 | 61 | 4 | 36 | 23 | 46 | 67 | 54 | 9 | 53 | 167 | 57 | 103 | 51 | |||||
Yes | 28 | 30 | 7 | 64 | 27 | 54 | 57 | 46 | 8 | 47 | 127 | 43 | 99 | 49 | |||||
Mood disorders | <0.0001 | 0.1065 | 0.1754 | 0.9165 | 0.0528 | ||||||||||||||
No | 10 | 11 | 9 | 69 | 19 | 36 | 57 | 45 | 12 | 71 | 107 | 35 | 97 | 46 | |||||
Yes | 82 | 89 | 4 | 31 | 34 | 64 | 70 | 55 | 5 | 29 | 195 | 65 | 113 | 54 | |||||
Anxiety disorders | <0.0001 | 0.0509 | 0.5717 | 0.7896 | 0.5438 | ||||||||||||||
No | 19 | 21 | 11 | 85 | 28 | 52 | 70 | 55 | 11 | 68 | 139 | 46 | 120 | 57 | |||||
Yes | 73 | 79 | 2 | 15 | 25 | 48 | 57 | 45 | 6 | 35 | 163 | 54 | 90 | 43 | |||||
Alcohol-related disorders | 0.0020 | 0.4770 | 0.4483 | 0.9716 | 0.7547 | ||||||||||||||
No | 51 | 56 | 9 | 69 | 44 | 84 | 101 | 80 | 13 | 76 | 219 | 73 | 168 | 80 | |||||
Yes | 41 | 44 | 4 | 31 | 9 | 16 | 26 | 20 | 4 | 24 | 83 | 27 | 42 | 20 | |||||
Substance-related disorders | 0.0302 | 0.68880 | 0.7389 | 0.7444 | >0.999 | ||||||||||||||
No | 66 | 72 | 11 | 85 | 45 | 84 | 111 | 87 | 15 | 88 | 248 | 82 | 182 | 87 | |||||
Yes | 26 | 28 | 2 | 15 | 9 | 16 | 16 | 13 | 2 | 12 | 54 | 18 | 28 | 13 | |||||
Antisocial personality disorder | 0.5115 | >0.999 | 0.5865 | 0.7320 | 0.3766 | ||||||||||||||
No | 88 | 95 | 13 | 100 | 53 | 100 | 123 | 97 | 16 | 94 | 293 | 97 | 205 | 98 | |||||
Yes | 4 | 5 | 0 | 0 | 0 | 0 | 3 | 3 | 1 | 6 | 9 | 3 | 5 | 2 | |||||
Suicidal risk | 0.0030 | 0.0672 | 0.6697 | 0.4055 | 0.6476 | ||||||||||||||
No | 31 | 34 | 11 | 85 | 34 | 63 | 68 | 54 | 11 | 65 | 155 | 51 | 124 | 59 | |||||
Yes | 61 | 66 | 2 | 15 | 19 | 37 | 58 | 46 | 6 | 35 | 147 | 49 | 86 | 41 | |||||
Patients with complex psychological functioning (n = 92) | Patients with impulsive psychological functioning (n = 13) | Patients with cooperative psychological functioning (n = 53) | Patients with immature psychological functioning (n = 127) | Patients with resilient psychological functioning (n = 17) |
Entire samplev 5 classes1 (n = 302) |
Corrected sample 4 classes2 (n = 210) |
|||||||||||||
Quantitative variables | Mean ± SD |
p-value 5 classes |
Mean ± SD |
p-value 4 classes |
Mean ± SD |
p-value 4 classes |
Mean ± SD |
p-value 4 classes |
Mean ± SD |
p-value 4 classes |
Mean ± SD | Mean ± SD | |||||||
Age | 32.6 | ±7.7 | 0.2645 | 35.4 | ±2.9 | 0.8622 | 34.0 | ±6.1 | 0.7034 | 33.9 | ±9.5 | 0.6476 | 40.7 | ±4.0 | 0.1718 | 34.0 | ±14.6 | 34.6 | ±12.4 |
Age of initiation | 14.9 | ±2.6 | <0.0001 | 15.4 | ±0.7 | 0.0464 | 18.3 | ±3.3 | 0.5983 | 17.3 | ±4.7 | 0.4229 | 21.2 | ±2.5 | 0.2052 | 16.9 | ±7.0 | 17.8 | ±6.4 |
Age of onset of problems | 25.4 | ±6.6 | 0.1134 | 30.8 | ±2.9 | 0.4926 | 26.3 | ±5.2 | 0.3051 | 27.5 | ±8.1 | 0.7863 | 33.0 | ±3.2 | 0.1514 | 27.1 | ±12.6 | 27.8 | ±10.7 |
Age of first care | 29.9 | ±7.7 | 0.1582 | 34.4 | ±3.1 | 0.6541 | 30.0 | ±5.9 | 0.1745 | 32.0 | ±9.8 | 0.8704 | 40.5 | ±4.1 | 0.0743 | 31.6 | ±15.0 | 32.4 | ±12.8 |
Duration (years) | |||||||||||||||||||
between initiation and problems | 10.5 | ±6.5 | 0.7572 | 14.7 | ±2.7 | 0.3110 | 8.1 | ±4.2 | 0.1307 | 10.2 | ±7.2 | 0.8250 | 11.8 | ±2.6 | 0.5217 | 10.2 | ±11.2 | 10.0 | ±9.2 |
between problems and care | 4.7 | ±4.1 | 0.9365 | 3.6 | ±0.6 | 0.2800 | 3.6 | ±2.6 | 0.1788 | 4.7 | ±4.3 | 0.7411 | 7.5 | ±2.4 | 0.2509 | 4.6 | ±7.0 | 4.6 | ±5.7 |
between initiation and care | 14.9 | ±7.7 | 0.8503 | 18.5 | ±2.9 | 0.4219 | 11.8 | ±5.1 | 0.0766 | 14.7 | ±8.9 | 0.8141 | 19.3 | ±3.5 | 0.2083 | 14.7 | ±13.7 | 14.6 | ±11.3 |
Number of Goodman criteria (addiction severity) | 5.4 | ±2.0 | 0.0012 | 4.0 | ±0.7 | 0.3051 | 4.3 | ±1.6 | 0.0003 | 3.4 | ±2.3 | 0.0019 | 4.7 | ±0.4 | 0.0905 | 4.3 | ±3.7 | 3.7 | ±3.0 |
WURS-C | 52.8 | ±9.9 | <0.0001 | 37.3 | ±3.7 | 0.3530 | 26.9 | ±6.4 | 0.0091 | 33.7 | ±10.9 | 0.2642 | 31.1 | ±4.5 | 0.8745 | 38.3 | ±19.8 | 32.0 | ±14.2 |
RSES | 20.7 | ±2.8 | <0.0001 | 26.3 | ±0.7 | 0.8304 | 26.5 | ±3.1 | 0.6699 | 24.6 | ±3.4 | 0.0001 | 29.2 | ±0.5 | 0.1605 | 23.9 | ±6.0 | 25.5 | ±4.8 |
IPAH | |||||||||||||||||||
Internal | 34.3 | ±3.0 | 0.0629 | 31.3 | ±0.1 | 0.0061 | 32.5 | ±2.1 | 0.4865 | 33.0 | ±3.2 | 0.9946 | 32.8 | ±1.5 | 0.9688 | 33.3 | ±5.2 | 32.8 | ±4.2 |
External—powerful others | 30.1 | ±3.3 | <0.0001 | 28.3 | ±1.3 | 0.5643 | 24.2 | ±3.9 | 0.5978 | 27.0 | ±3.8 | 0.0021 | 23.7 | ±1.4 | 0.7348 | 27.3 | ±7.0 | 26.1 | ±7.2 |
External—luck | 30.0 | ±3.8 | <0.0001 | 21.5 | ±1.2 | 0.6213 | 22.7 | ±3.5 | 0.1663 | 26.7 | ±4.1 | 0.0008 | 23.2 | ±1.2 | 0.7373 | 26.7 | ±7.4 | 25.1 | ±5.9 |
DSQ | |||||||||||||||||||
Mature | 5.4 | ±0.6 | 0.4008 | 5.9 | ±0.3 | 0.4085 | 5.5 | ±0.5 | 0.5242 | 5.5 | ±0.8 | 0.8776 | 5.8 | ±0.3 | 0.5653 | 5.5 | ±1.2 | 5.6 | ±1.0 |
Neurotic | 5.3 | ±0.7 | <0.0001 | 4.2 | ±0.3 | 0.3239 | 4.4 | ±0.5 | 0.1844 | 4.8 | ±0.8 | 0.1571 | 4.5 | ±0.3 | 0.6841 | 4.9 | ±1.3 | 4.7 | ±1.0 |
Immature | 5.2 | ±0.5 | <0.0001 | 4.2 | ±0.3 | 0.8045 | 3.6 | ±0.4 | <0.0001 | 4.3 | ±0.7 | 0.0288 | 4.0 | ±0.2 | 0.6951 | 4.4 | ±1.1 | 4.1 | ±0.9 |
Life events score (cumulative traumatic intensity) | 56.0 | ±21.6 | 0.0208 | 55.0 | ±5.0 | 0.5406 | 39.5 | ±13.7 | 0.5577 | 44.2 | ±18.9 | 0.4390 | 15.0 | ±1.3 | 0.0004 | 46.3 | ±33.4 | 41.6 | ±24.5 |
Number of life events | 10.3 | ±3.2 | 0.9001 | 8.6 | ±0.6 | 0.6577 | 8.6 | ±2.2 | 0.3988 | 9.6 | ±3.5 | 0.3349 | 8.7 | ±1.2 | 0.5035 | 9.5 | ±5.4 | 9.2 | ±4.4 |
TCI | |||||||||||||||||||
Novelty seeking | 59.3 | ±11.3 | <0.0001 | 60.8 | ±4.4 | 0.0399 | 38.8 | ±5.6 | 0.0001 | 46.0 | ±12.5 | 0.8824 | 53.5 | ±3.5 | 0.0416 | 49.9 | ±20.2 | 45.7 | ±15.5 |
Harm avoidance | 67.1 | ±13.6 | 0.0116 | 46.7 | ±4.2 | 0.0695 | 58.9 | ±10.9 | 0.8834 | 61.3 | ±15.8 | 0.3634 | 54.4 | ±5.3 | 0.3840 | 61.7 | ±24.9 | 59.3 | ±20.6 |
Reward dependence | 57.8 | ±9.1 | 0.0779 | 55.0 | ±3.2 | 0.2057 | 63.5 | ±8.0 | 0.4147 | 60.6 | ±12.6 | 0.6743 | 66.3 | ±5.0 | 0.3625 | 60.3 | ±18.7 | 61.5 | ±16.2 |
Persistence | 47.5 | ±17.0 | 0.0008 | 46.7 | ±6.0 | 0.1447 | 59.7 | ±13.0 | 0.7980 | 63.0 | ±19.7 | 0.3753 | 57.6 | ±6.6 | 0.6528 | 56.6 | ±31.1 | 60.7 | ±25.4 |
Self-directedness | 37.6 | ±9.1 | <0.0001 | 66.3 | ±4.2 | 0.5521 | 61.4 | ±8.7 | 0.6956 | 55.0 | ±11.3 | <0.0001 | 64.2 | ±4.7 | 0.7188 | 51.7 | ±20.7 | 58.1 | ±15.9 |
Cooperation | 68.8 | ±9.4 | <0.0001 | 72.3 | ±2.9 | 0.1435 | 83.9 | ±4.4 | 0.0009 | 75.4 | ±10.1 | 0.0087 | 79.1 | ±4.0 | 0.9807 | 74.9 | ±16.2 | 77.7 | ±12.5 |
Self-transcendence | 39.1 | ±12.3 | 0.0005 | 27.2 | ±4.5 | 0.9470 | 23.8 | ±8.6 | 0.2544 | 31.4 | ±13.5 | 0.0128 | 29.4 | ±5.4 | 0.6445 | 32.2 | ±22.0 | 29.1 | ±17.7 |
Maximum abstinence duration (months) | 3.5 | ±1.7 | 0.2534 | 1.9 | ±0.2 | <0.0001 | 4.8 | ±3.4 | 0.8450 | 4.7 | ±5.0 | 0.7950 | 3.0 | ±0.5 | 0.0210 | 4.2 | ±6.4 | 4.4 | ±6.1 |
UPPS-P | |||||||||||||||||||
Negative urgency | 12.0 | ±1.4 | <0.0001 | 11.4 | ±0.5 | 0.0122 | 6.7 | ±0.7 | <0.0001 | 10.6 | 1.7 | <0.0001 | 11.4 | ±0.7 | 0.0123 | 10.4 | ±3.1 | 9.7 | ±2.5 |
Lack of premeditation | 9.6 | ±1.5 | <0.0001 | 9.4 | ±0.3 | 0.0007 | 7.0 | ±0.8 | 0.0059 | 7.9 | 1.4 | 0.2817 | 8.3 | ±0.7 | 0.3462 | 8.3 | ±2.5 | 7.8 | ±1.9 |
Lack of perseverance | 9.5 | ±1.4 | <0.0001 | 7.7 | ±0.4 | 0.4744 | 7.2 | ±1.0 | 0.8826 | 7.2 | 1.3 | 0.9309 | 7.2 | ±0.5 | 0.9802 | 7.9 | ±2.5 | 7.2 | ±1.7 |
Sensation seeking | 11.4 | ±1.6 | <0.0001 | 11.2 | ±0.5 | 0.0117 | 8.4 | ±1.3 | 0.0770 | 9.8 | 1.8 | 0.0050 | 10.4 | ±0.5 | 0.0250 | 10.1 | ±3.0 | 9.6 | ±2.4 |
ASRS | |||||||||||||||||||
Inattention | 23.7 | ±3.1 | <0.0001 | 15.6 | ±1.0 | 0.4113 | 14.5 | ±2.2 | 0.9986 | 14.7 | 2.8 | 0.6740 | 15.5 | ±1.8 | 0.5746 | 17.6 | ±6.6 | 14.7 | ±4.1 |
Hyperactivity | 19.2 | ±3.1 | <0.0001 | 14.8 | ±0.9 | 0.2360 | 12.4 | ±2.4 | 0.3868 | 14.2 | 3.7 | 0.0536 | 12.5 | ±1.2 | 0.6408 | 15.4 | ±6.2 | 13.6 | ±4.7 |
Damages | |||||||||||||||||||
Health (/5) | 3.8 | ±0.6 | <0.0001 | 1.6 | ±0.3 | 0.2141 | 2.9 | ±0.7 | 0.0002 | 3.1 | 1.0 | <0.0001 | 2.1 | ±0.4 | 0.9491 | 3.1 | ±1.5 | 2.9 | ±1.3 |
Work/school (/5) | 2.1 | ±1.1 | 0.0006 | 0.8 | ±0.3 | 0.9986 | 1.7 | ±0.8 | 0.0006 | 1.1 | 1.0 | 0.0302 | 0.4 | ±0.2 | 0.2165 | 1.4 | ±1.8 | 1.2 | ±1.4 |
Relationship (/10) | 7.3 | ±1.2 | <0.0001 | 1.8 | ±0.1 | <0.0001 | 6.1 | ±1.0 | <0.0001 | 6.2 | 1.3 | <0.0001 | 0.4 | ±0.1 | <0.0001 | 6.0 | ±2.7 | 5.4 | ±2.3 |
a Total-5 classes corresponds to the entire sample.
b Total-4 classes corresponds to the entire sample except the “complex patients” class, i.e. the “corrected sample”.