The Ambiguity of Parenting Adult Children With Substance Use Disorder
Bibliographic record
Abstract
Background. Substance Use Disorder can impede parent–child relationships. The Theory of Ambiguous Loss provides a structure for occupational therapy practitioners in developing interventions to support the parent–child relationship. Purpose. This study explores the roles of parents of adult children diagnosed with Substance Use Disorder in the context of the Theory of Ambiguous Loss. Method. Volunteer participants were recruited from three urban parental support groups. Inclusion criteria were involved in a support group and having an adult child diagnosed with Substance Use Disorder. Eight mothers and one father participated in semi-structured interviews using a phenomenological approach. Themes and structural descriptions were developed. Findings. Five themes were identified: hopeful coping, occupational interference, changes in social constructs and participation, burdenful caregiving and receiving, and blending of occupations. Themes offer intervention considerations for occupational therapy. Implications. Research provides additional conceptual consideration to build occupation-centered interventions for parents and their adult children in Substance Use Disorder recovery.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".