Adolescent Problematic Gaming and Domain-Specific Perceptions of Self
Bibliographic record
Abstract
Problematic video game use (PVGU) is an inability to meet personal and social responsibilities due to video gaming. It is estimated to affect 5 to 6% of adolescents. Research demonstrates greater video game engagement is associated with a poorer perception of self in several domains; however, the relation between PVGU and self-perception has not yet be examined. The present study explored this association using a sample of 758 Grade 7 adolescents (55.1% Female; Mage= 12.34 years; SD = 0.49 years). Results revealed greater PVGU to be associated with a poorer perception of self within the behavioural conduct and close friendship domains. Similar differences emerged when examining reports of self-perception across the PVGU classifications (i.e., None, Minimal, At-Risk, Problematic). Unexpectedly, two interactions between gender and PVGU classifications were observed for the behavioural conduct and self-worth domains of self-perception. The discussion addresses the implications of these findings and points to areas of future research.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".