Revealing underlying vulnerable emotion in couple therapy: impact on session and final outcome
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 how the revealing of underlying vulnerable emotion relates to session and final outcome in the context of emotion‐focused therapy for couples. Segments of videotaped therapy sessions were rated on a measure of underlying vulnerable emotional expression for twenty‐five couples. Results indicated that partners rated sessions in which underlying vulnerable emotion was expressed significantly more positively than control sessions on a measure of session outcome. Moreover, from pre to post, couples who were found to have expressed underlying vulnerable emotion at least once improved significantly more on a measure of trust, and marginally significantly more on a measure of unfinished business, than couples who were not found to have expressed underlying vulnerable emotion. Recommendations for treatment are provided in light of the findings. Practitioner points It is recommended that couple therapists help partners to access and express underlying vulnerable emotion, because this appears to be associated with better session and final outcomes. When an underlying vulnerable emotion begins to emerge, it is recommended that the therapist maintain the focus on this emotion and help to facilitate its full expression.
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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 | 0.001 | 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 | 0.001 |
| 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