The Cardiac Rhythm of the Unconscious in a Case of Panic Disorder
Bibliographic record
Abstract
The field of psychodynamic psychotherapy would benefit from a comprehensive model that integrates its constructs with neurobiology. Research on the autonomic nervous system activity during the psychotherapeutic process is necessary because it is key in affective experiences and defensive behavior. The current case study reports physiological findings on heart rate dynamics in a patient suffering from panic disorder during two therapeutic sessions in which we used Davanloo's Intensive Short-term Dynamic Psychotherapy. We looked at various metrics of heart rate variability during the therapeutic process leading to breakthrough of unconscious feelings. The measurements included sympathetic and parasympathetic indices, vagal tone, and their responses. Our results suggest that the sympathetic system activates during defensive responses associated with anxiety and during the passage of unconscious-aggressive impulses. Following the experience of unconscious guilt, there is an increased vagal tone corresponding to the phase of reunification with the attachment figure. Findings are discussed integrating developmental neurobiology and clinical psychodynamics.
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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 | 0.000 | 0.002 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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".