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Uncovering latent profiles of internet, smartphone and gaming use among young adults and their relationships with psychosocial risk factors
Behaviour & Information Technology · 2024 · published
1
Samples
105
Correlation effects
851
Total N
Citation
Chiara Remondi et al. (2024). Uncovering latent profiles of internet, smartphone and gaming use among young adults and their relationships with psychosocial risk factors. Behaviour & Information Technology. https://doi.org/10.1080/0144929X.2023.2295955Samples (1)
| Sample ID | N | Country | Context | Mean age | % female | Language |
|---|---|---|---|---|---|---|
| 20427 | 851 | Italy | Technology use and gaming | 21.62 | 51.9 | Italian |
Correlation effects (105)
| Construct X | Construct Y | r | N | Mean X | SD X | α X | Scale X |
|---|---|---|---|---|---|---|---|
| distress | self-esteem | -0.74 | 851 | 22.949 | 7.656 | — | — |
| self-regulation (emotional) | self-esteem | -0.60 | 851 | 49.495 | 13.03 | — | — |
| self-esteem | loneliness | -0.58 | 851 | 18.151 | 6.044 | — | — |
| need satisfaction (composite) | distress | -0.55 | 851 | 3.426 | 0.621 | — | — |
| self-regulation (emotional) | need satisfaction (composite) | -0.53 | 851 | 49.495 | 13.03 | — | — |
| attachment (anxious) | self-esteem | -0.48 | 851 | 3.222 | 0.955 | — | — |
| loneliness | social support (not specific to SDT) | -0.46 | 851 | 5.215 | 1.678 | — | — |
| need satisfaction (composite) | loneliness | -0.42 | 851 | 3.426 | 0.621 | — | — |
| attachment (anxious) | need satisfaction (composite) | -0.42 | 851 | 3.222 | 0.955 | — | — |
| loneliness | social support (not specific to SDT) | -0.41 | 851 | 5.215 | 1.678 | — | — |
| attachment (avoidant) | social support (not specific to SDT) | -0.34 | 851 | 3.694 | 0.87 | — | — |
| mental health complaints / symptoms | self-esteem | -0.34 | 851 | 2.587 | 1.183 | — | — |
| mental health complaints / symptoms | need satisfaction (composite) | -0.33 | 851 | 2.587 | 1.183 | — | — |
| distress | social support (not specific to SDT) | -0.31 | 851 | 22.949 | 7.656 | — | — |
| mental health complaints / symptoms | self-esteem | -0.31 | 851 | 16.288 | 4.985 | — | — |
| problematic technology use (smartphone, social media) | self-esteem | -0.31 | 851 | 28.184 | 9.647 | — | — |
| self-regulation (emotional) | social support (not specific to SDT) | -0.30 | 851 | 49.495 | 13.03 | — | — |
| problematic technology use (smartphone, social media) | need satisfaction (composite) | -0.27 | 851 | 28.184 | 9.647 | — | — |
| attachment (avoidant) | social support (not specific to SDT) | -0.27 | 851 | 3.694 | 0.87 | — | — |
| attachment (anxious) | social support (not specific to SDT) | -0.26 | 851 | 3.222 | 0.955 | — | — |
| mental health complaints / symptoms | need satisfaction (composite) | -0.25 | 851 | 16.288 | 4.985 | — | — |
| attachment (avoidant) | self-esteem | -0.24 | 851 | 3.694 | 0.87 | — | — |
| attachment (avoidant) | need satisfaction (composite) | -0.23 | 851 | 3.694 | 0.87 | — | — |
| mental health complaints / symptoms | social support (not specific to SDT) | -0.23 | 851 | 2.587 | 1.183 | — | — |
| distress | social support (not specific to SDT) | -0.21 | 851 | 22.949 | 7.656 | — | — |
| problematic technology use (smartphone, social media) | social support (not specific to SDT) | -0.20 | 851 | 13.416 | 4.676 | — | — |
| screen time | social support (not specific to SDT) | -0.20 | 851 | 2.236 | 1.201 | — | — |
| problematic technology use (smartphone, social media) | need satisfaction (composite) | -0.20 | 851 | 13.416 | 4.676 | — | — |
| problematic technology use (smartphone, social media) | self-esteem | -0.19 | 851 | 13.416 | 4.676 | — | — |
| self-regulation (emotional) | social support (not specific to SDT) | -0.17 | 851 | 49.495 | 13.03 | — | — |
| attachment (anxious) | social support (not specific to SDT) | -0.17 | 851 | 3.222 | 0.955 | — | — |
| mental health complaints / symptoms | social support (not specific to SDT) | -0.14 | 851 | 16.288 | 4.985 | — | — |
| problematic technology use (smartphone, social media) | social support (not specific to SDT) | -0.14 | 851 | 13.416 | 4.676 | — | — |
| problematic technology use (smartphone, social media) | social support (not specific to SDT) | -0.10 | 851 | 28.184 | 9.647 | — | — |
| mental health complaints / symptoms | social support (not specific to SDT) | -0.10 | 851 | 16.288 | 4.985 | — | — |
| mental health complaints / symptoms | social support (not specific to SDT) | -0.09 | 851 | 2.587 | 1.183 | — | — |
| online activity | social support (not specific to SDT) | -0.07 | 851 | 3.959 | 1.819 | — | — |
| screen time | social support (not specific to SDT) | -0.07 | 851 | 2.236 | 1.201 | — | — |
| problematic technology use (smartphone, social media) | social support (not specific to SDT) | -0.07 | 851 | 28.184 | 9.647 | — | — |
| screen time | self-esteem | -0.06 | 851 | 2.236 | 1.201 | — | — |
| online activity | attachment (anxious) | -0.03 | 851 | 3.959 | 1.819 | — | — |
| online activity | social support (not specific to SDT) | -0.03 | 851 | 3.959 | 1.819 | — | — |
| online activity | problematic technology use (smartphone, social media) | -0.02 | 851 | 3.959 | 1.819 | — | — |
| screen time | need satisfaction (composite) | -0.02 | 851 | 2.236 | 1.201 | — | — |
| online activity | need satisfaction (composite) | -0.01 | 851 | 3.959 | 1.819 | — | — |
| online activity | distress | -0.01 | 851 | 3.959 | 1.819 | — | — |
| online activity | self-esteem | -0.01 | 851 | 3.959 | 1.819 | — | — |
| screen time | problematic technology use (smartphone, social media) | 0.00 | 851 | 2.236 | 1.201 | — | — |
| screen time | distress | 0.00 | 851 | 2.236 | 1.201 | — | — |
| screen time | loneliness | 0.01 | 851 | 2.236 | 1.201 | — | — |
| online activity | loneliness | 0.01 | 851 | 3.959 | 1.819 | — | — |
| online activity | self-regulation (emotional) | 0.03 | 851 | 3.959 | 1.819 | — | — |
| screen time | attachment (anxious) | 0.03 | 851 | 2.236 | 1.201 | — | — |
| attachment (anxious) | attachment (avoidant) | 0.04 | 851 | 3.222 | 0.955 | — | — |
| online activity | attachment (avoidant) | 0.05 | 851 | 3.959 | 1.819 | — | — |
| screen time | self-regulation (emotional) | 0.06 | 851 | 2.236 | 1.201 | — | — |
| online activity | mental health complaints / symptoms | 0.06 | 851 | 3.959 | 1.819 | — | — |
| problematic technology use (smartphone, social media) | attachment (avoidant) | 0.07 | 851 | 28.184 | 9.647 | — | — |
| online activity | mental health complaints / symptoms | 0.10 | 851 | 3.959 | 1.819 | — | — |
| screen time | attachment (avoidant) | 0.10 | 851 | 2.236 | 1.201 | — | — |
| problematic technology use (smartphone, social media) | attachment (anxious) | 0.11 | 851 | 13.416 | 4.676 | — | — |
| screen time | mental health complaints / symptoms | 0.12 | 851 | 2.236 | 1.201 | — | — |
| problematic technology use (smartphone, social media) | attachment (avoidant) | 0.16 | 851 | 13.416 | 4.676 | — | — |
| mental health complaints / symptoms | attachment (avoidant) | 0.17 | 851 | 16.288 | 4.985 | — | — |
| problematic technology use (smartphone, social media) | distress | 0.18 | 851 | 13.416 | 4.676 | — | — |
| mental health complaints / symptoms | attachment (avoidant) | 0.18 | 851 | 2.587 | 1.183 | — | — |
| problematic technology use (smartphone, social media) | loneliness | 0.19 | 851 | 13.416 | 4.676 | — | — |
| attachment (avoidant) | loneliness | 0.21 | 851 | 3.694 | 0.87 | — | — |
| problematic technology use (smartphone, social media) | problematic technology use (smartphone, social media) | 0.21 | 851 | 13.416 | 4.676 | — | — |
| problematic technology use (smartphone, social media) | mental health complaints / symptoms | 0.21 | 851 | 13.416 | 4.676 | — | — |
| problematic technology use (smartphone, social media) | mental health complaints / symptoms | 0.21 | 851 | 28.184 | 9.647 | — | — |
| attachment (avoidant) | distress | 0.22 | 851 | 3.694 | 0.87 | — | — |
| self-regulation (emotional) | attachment (avoidant) | 0.22 | 851 | 49.495 | 13.03 | — | — |
| screen time | mental health complaints / symptoms | 0.22 | 851 | 2.236 | 1.201 | — | — |
| mental health complaints / symptoms | loneliness | 0.25 | 851 | 16.288 | 4.985 | — | — |
| self-esteem | social support (not specific to SDT) | 0.26 | 851 | 18.151 | 6.044 | — | — |
| problematic technology use (smartphone, social media) | self-regulation (emotional) | 0.27 | 851 | 13.416 | 4.676 | — | — |
| problematic technology use (smartphone, social media) | loneliness | 0.27 | 851 | 28.184 | 9.647 | — | — |
| mental health complaints / symptoms | attachment (anxious) | 0.28 | 851 | 2.587 | 1.183 | — | — |
| mental health complaints / symptoms | mental health complaints / symptoms | 0.29 | 851 | 2.587 | 1.183 | — | — |
| mental health complaints / symptoms | attachment (anxious) | 0.29 | 851 | 16.288 | 4.985 | — | — |
| need satisfaction (composite) | social support (not specific to SDT) | 0.32 | 851 | 3.426 | 0.621 | — | — |
| problematic technology use (smartphone, social media) | attachment (anxious) | 0.32 | 851 | 28.184 | 9.647 | — | — |
| self-esteem | social support (not specific to SDT) | 0.32 | 851 | 18.151 | 6.044 | — | — |
| mental health complaints / symptoms | loneliness | 0.35 | 851 | 2.587 | 1.183 | — | — |
| problematic technology use (smartphone, social media) | distress | 0.37 | 851 | 28.184 | 9.647 | — | — |
| attachment (anxious) | loneliness | 0.41 | 851 | 3.222 | 0.955 | — | — |
| need satisfaction (composite) | social support (not specific to SDT) | 0.41 | 851 | 3.426 | 0.621 | — | — |
| mental health complaints / symptoms | distress | 0.41 | 851 | 2.587 | 1.183 | — | — |
| mental health complaints / symptoms | distress | 0.42 | 851 | 16.288 | 4.985 | — | — |
| social support (not specific to SDT) | social support (not specific to SDT) | 0.42 | 851 | 19.115 | 4.631 | — | — |
| online activity | screen time | 0.43 | 851 | 3.959 | 1.819 | — | — |
| self-regulation (emotional) | mental health complaints / symptoms | 0.43 | 851 | 49.495 | 13.03 | — | — |
| mental health complaints / symptoms | self-regulation (emotional) | 0.43 | 851 | 2.587 | 1.183 | — | — |
| problematic technology use (smartphone, social media) | online activity | 0.44 | 851 | 13.416 | 4.676 | — | — |
| problematic technology use (smartphone, social media) | self-regulation (emotional) | 0.45 | 851 | 28.184 | 9.647 | — | — |
| problematic technology use (smartphone, social media) | mental health complaints / symptoms | 0.48 | 851 | 13.416 | 4.676 | — | — |
| self-regulation (emotional) | loneliness | 0.51 | 851 | 49.495 | 13.03 | — | — |
| problematic technology use (smartphone, social media) | screen time | 0.51 | 851 | 13.416 | 4.676 | — | — |
| self-regulation (emotional) | attachment (anxious) | 0.53 | 851 | 49.495 | 13.03 | — | — |
| mental health complaints / symptoms | problematic technology use (smartphone, social media) | 0.56 | 851 | 2.587 | 1.183 | — | — |
| attachment (anxious) | distress | 0.56 | 851 | 3.222 | 0.955 | — | — |
| distress | loneliness | 0.57 | 851 | 22.949 | 7.656 | — | — |
| need satisfaction (composite) | self-esteem | 0.57 | 851 | 3.426 | 0.621 | — | — |
| self-regulation (emotional) | distress | 0.75 | 851 | 49.495 | 13.03 | — | — |