Parental Illness, Family Functioning, and Adolescent Well-Being: A Family Ecology Framework to Guide Research.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
A family ecology model for understanding adolescents' reactions to parental illness is presented and used to (a) critically evaluate existing research that examines direct effects of parental illness on family functioning and youth well-being and (b) provide a blueprint for future research in the area. Theoretical, clinical, and empirical literature is reviewed for each mediational and moderational pathway in the model, and limitations of the existing research are discussed. The blueprint for future research emphasizes a greater understanding of the mediational pathways in the model, which is essential for developing effective interventions for families experiencing parental illness. In addition, greater elucidation of moderator variables, such as the youth's developmental stage, social support, and cultural norms will provide critical information on contextual factors that enhance or impede adolescents' adaptation to serious parental illness.
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.
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 | 0.008 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 it