Emergence, Adaptation, and Relational Improvisation: Commentary on Terry Marks-Tarlow’s “From Emergency to Emergence: The Deep Structure of Play in Psychotherapy”
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
AbstractDr. Marks-Tarlow’s paper provides a valuable examination of play processes in psychotherapy, using the novel synthesis of psychoevolutionary and nonlinear dynamical perspectives. The author’s sophisticated blend of psychobiological and intersubjective accounts is of great clinical value, illustrating the need for a rapprochement between affective neuroscience, intersubjectivity, and complexity paradigms. Comparisons are made to the Dynamical Systems Therapy 10 (DST) model (Shapiro, this issue), which similarly aims to integrate psychobiological and intersubjective accounts of psychopathology with internal representations. Additional informationNotes on contributorsYakov ShapiroYakov Shapiro, M.D., is an Associate Clinical Professor of Psychiatry and Psychotherapy Supervisor at the University of Alberta, Edmonton, Canada; and Co-Director, Psychiatric Group Outpatient Program, Grey Nuns Hospital, Edmonton.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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) | 0.004 | 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