Mental Activity and Referential Activity of Beginning Therapists: A Construct Validity Study of the Countertransference Rating System (CRS)
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Bibliographic record
Abstract
This study investigates the construct validity of a revised version of the Countertransference Rating System (CRS) by means of convergence with Referential Activity (RA). The CRS operationalizes three mental activity dimensions (rational-objective, reactive, and reflective) as processes of transformation of countertransferential contents elicited in a therapist by a patient's object-relations units. The participants were 36 novice psychotherapists who shared their spontaneous reactions toward parental descriptions provided by conduct-disordered male adolescent patients. Globally, the reflective dimension was positively correlated with RA, whereas the other two dimensions--rational-objective and reactive--showed no association. Dominant categories within each dimension displayed patterns of correlation with RA that are consistent with the constructs. These results are discussed with reference to potential impact on intervention and training.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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