Accomplishments in Social Constructionist Counseling: Micro-analytic and Retrospective Analyses
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
Social constructionist interventions in counseling have seldom been evaluated using theoretically compatible research methods. In this exploratory study, 11 clients participated in 1-hour lifestyle consultations conducted by narrative, solution-focused collaborative language systems counselors. The interventions (co-constructing shared understandings, inviting reflections, and introducing new discourses) were primarily evaluated using conversation analysis. Clients and counselors were also asked to retrospectively comment on their experience in videotaped passages where they had been participants. An example of each analyzed intervention, along with corresponding client and counselor commentary, is presented. The results are discussed in relation to training and supervision in social constructionist approaches to counseling, and for contributions this approach to research can make in widening the evidence base for counseling interventions.
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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 | 0.013 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| 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