The development of a dyadic family life review intervention for the Asian diaspora: A practice article
Bibliographic record
Abstract
Intergenerational family conflict is a commonly identified issue in the Asian diaspora; however, there are limited interventions designed to address this concern. Given this gap in the literature, the authors present a practice article outlining the conceptualization, development, and delivery of a dyadic life review intervention called (Re)Cultivating Family Stories (RFS). RFS is a clinician-facilitated family intervention designed to promote connection and foster successive communication through the joint activity of developing a family story. Life review is a structured approach for reminiscing and evaluating one's life experiences and includes dyadic variants. RFS builds on dyadic life review by facilitating collaborative dialogs between a parent and adult offspring, incorporating culturally responsive elements, and focusing on developing family stories. This article provides an overview of the intervention and its theoretical foundations, along with formative feedback from a field test. Considerations for future implementation and research directions are described.
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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 | 0.005 | 0.001 |
| 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".