Relationships Among Affect, Work, and Outcome in Group Therapy for Patients with Complicated Grief
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
This study examined the relationships among patient affect (experienced and expressed), work, and outcome in two forms of time-limited, short-term group therapy for complicated grief. Work was defined as the degree to which the patient pursued the primary objectives of the two forms of therapy. Substantial evidence of direct relationships between the experience and expression of positive affect and favorable outcome was found. A direct relationship between work and favorable outcome was also found. Additive and interaction effects indicated that the combination of these two types of predictor variables (positive affect, work) had a stronger relationship to favorable outcome than either variable alone. Some evidence was found for an inverse relationship between the experience and expression of negative affect and favorable outcome. The findings were consistent with a social-functional theory of the impact of affect on others during bereavement. Clinical implications of the findings are considered.
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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) | 0.000 | 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