Family relationship quality during the COVID‐19 pandemic: The value of adolescent perceptions of change
Bibliographic record
Abstract
INTRODUCTION: Adolescents typically spend decreasing amounts of time with family members, but the COVID-19 pandemic changed this pattern for many youth. The objective of the current study was to better understand adolescents' perceived change in family relationship quality, and how these perceptions were related to psychosocial functioning during the COVID-19 pandemic, accounting for more traditional measures of family relationship quality. Understanding how adolescents perceived change in relationship quality with family members during the pandemic offers novel insight into adolescents' relationships with their families and psychosocial functioning during this period. METHOD: A sample of Canadian adolescents (N = 605, ages 14 to 18, 53% girls), was employed to examine patterns of adolescents' perceived change in relationship quality with parents and siblings since the start of the pandemic, accounting for relationship quality, pandemic-related characteristics, and demographic variables. RESULTS: Four latent profiles were identified: youth who perceived (1) low change, (2) improvement only, (3) moderate instability and (4) high instability in relationship quality. Higher perceived instability was associated with poorer functioning, with youth who reported only improvement reporting the highest overall level of functioning. CONCLUSIONS: Adolescent perceptions of change in relationship quality were heterogeneous, and contribute to psychosocial functioning over and above their general evaluations of relationship quality. In particular, youth who perceive considerable change in their relationships with siblings and parents may require additional support in response to the COVID-19 pandemic.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".