An Investigation of Tasks and Techniques Associated With Dynamic Interview Adequacy
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
We examined the hypotheses that adequately conducted dynamic interviews would be associated with performance on five interview tasks, which, in turn, would be associated with specific clinical techniques. Ten subjects provided two dynamic interviews each, one rated higher and one lower in overall dynamic adequacy. Interviews were independently rated for completion of five interviewer tasks. Another rater independently categorized each therapist intervention as one of 10 therapeutic interventions. Dynamic interview adequacy was associated with four of five interview tasks, attributable to the interviewer's contribution, after controlling for the subject's contribution. Four tasks-frame setting, exploration of affect, interpretation, and synthesis-were associated with specific clinical interventions, whereas offering support was not. The overall thoroughness of completing the interview tasks was highly associated with dynamic adequacy and the ratio of exploratory to supportive interventions. The adequately conducted dynamic interview is associated with identifiable tasks and techniques that should facilitate teaching it for research or clinical use.
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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