Young Children of Parents with Substance Use Disorders (SUD): A Review of the Literature and Implications for Social Work Practice
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
SUMMARY This article reviews the scientific literature that focuses on school-age children of parents with substance use disorder (SUD). The review examined the subjects, instruments, and results of 10 scientific studies published from 1985 to the present (2006). Generally, school-age children of parents with SUD demonstrated a variety of emotional, cognitive, behavioral, and social problems. Specifically, (a) children of drug users (CODs) were at higher risk than children of alcoholics (COAs) for psychopathology and functional impairments, and (b) Children of parents diagnosed as having SUDs (particularly alcohol), along with anti-social personality disorder (ASPD) showed more negative psychosocial outcomes than children whose parents did not have ASPD. Recommendations for future research and implications for social work practice are discussed.
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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it