A Child-Parent Psychotherapy Case Vignette With Discussion From an Antiracist Perspective
Bibliographic record
Abstract
This article explores a case vignette of a child with complex trauma from an antiracist perspective, in the transforming spirit of family therapy as referenced in the Galveston Declaration. The case presents a boy within child-parent psychotherapy (CPP), a model that centers intergenerational attachment, trauma transmission, and play therapy. Through examination of the therapist's tolerance for integrating racism and its nuanced impact on the child's mental health presentation, we come to central assertions that improve the quality of care for all treatment relationships. We assert that families and children will receive higher quality mental health care when providers (1) acknowledge the ubiquity of racism on all people, (2) name their internalized racial reactions, (3) recognize the unique realities of racism in Black clients’ lives, (4) choose to use their power in the service of the client, and (5) create trust for dialogue about the impact of racism on the client.
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.007 | 0.007 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".