Countertransference and Psychological Assessment
Bibliographic record
Abstract
Countertransference (CT) is usually conceptualized as emerging in the course of psychotherapy. This study explores whether CT manifests itself in the context of assessment and if the modality of exposure to participants (interviewer and observer) affects the intensity and nature of CT. Evaluators either led (direct exposure) or observed (indirect exposure) a 6-hour interview with a subject focusing on attachment and personality. Interviewers and evaluators then completed a measure of CT, the Therapist Response Questionnaire for a total of 43 subjects. Results show significant CT reactions for both interviewers and observers that were globally as intense in both conditions, although lower positive/satisfying and helpless/inadequate CTs were reported by observers. Moreover, intraclass correlations suggest that interviewers' and observers' CT reactions toward the same interviewee show an important degree of similarity. These results highlight the presence of CT in assessment contexts and support the existence of an objective part to CT reactions.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.032 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".