Family members’ or friends’ involvement in self-care for patients with depressive symptoms and co-morbid chronic conditions
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
OBJECTIVES: To describe the support that patients reported receiving from family or friends (F/F) while participating in a self-care intervention for depressive symptoms; examine associations between patient-reported F/F support and use of self-care materials; and describe F/F perceptions of involvement in a subsample of F/F. METHODS: One hundred eighty-nine of 223 (85%) patients aged 40+ with chronic physical conditions and co-morbid depressive symptoms participating in a randomized self-care intervention trial, completed structured telephone surveys at three months about the F/F support received. Ten F/F participated in post study qualitative interviews on the support provided. RESULTS: 30%, 44%, and 91% of patients reported overall F/F support with self-care, F/F involvement with the self-care intervention and emotional support, respectively. 61% felt positively and 10% felt negatively or conflicted with F/F support. F/F involvement in the self-care intervention was the only variable associated with patient use of self-care materials when examined alongside all F/F support variables (Proportional Odds Ratio = 1.21; 95% C.I. = 1.01, 1.45). F/F perceived less involvement in the self-care intervention than patients. DISCUSSION: Patients engaged in a self-care intervention for depressive symptoms use more self-care materials when they perceive F/F involvement in the intervention. Patients and F/F may perceive involvement differently and benefit from discussions about potential F/F roles.
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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 | 0.000 | 0.000 |
| 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) | 0.001 | 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 it