Writing About Clinical Theory and Psychoanalytic Process
Bibliographic record
Abstract
In the Senior Candidate Case Writing Seminar, the final component of the Writing as Pedagogy Program at the Columbia Center for Psychoanalytic Training and Research, candidates write about one of their longer training cases, with attention to the ways they use clinical theory, particularly transference and countertransference, to deepen their understanding of psychoanalytic process and therapeutic action. Building on the previous four years of the writing program, this seminar teaches advanced candidates to recognize and integrate the lived experience of conducting an analysis, the micro- and macroprocesses, and the theories most relevant to an understanding of the analytic work. The seminar emphasizes the challenge of dealing with the power of the transference, unrecognized or unacknowledged countertransference, and the nature of therapeutic action. Pedagogical emphasis is placed on peer group discussions and group learning, and common problems in integrating theory and practice are described and illustrated.
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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 | 0.013 | 0.054 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.014 |
| Scholarly communication | 0.010 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.003 | 0.008 |
| Insufficient payload (model declined to judge) | 0.020 | 0.005 |
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".