Therapeutic Relationships and Boundary Maintenance: The Perspective of Forensic Patients Enrolled in a Treatment Program for Violent Offenders
Bibliographic record
Abstract
To extend current knowledge about therapeutic relationships and boundary maintenance with the incarcerated forensic patient, the focus of this naturalistic inquiry was the exploration of the perspectives of forensic patients enrolled in a treatment program for violent offenders. Twelve male participants were interviewed three times. Eight of the twelve participants were interviewed a fourth time for the purpose of soliciting their feedback regarding the researcher's analysis of the data. Analysis of the data collected revealed a core process--the development of "therapeutic" relationships--indicating that the development of relationships was a complex process. Consistent with the participants' tendency to use terms analogous to a house to describe their experiences, the analogy of a house was used to describe the five interrelated themes that emerged from the data. If the interpersonal relationship is the heart of nursing then forensic mental health nurses need to understand the complexity of therapeutic relationships from the perspective of their patients.
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How this classification was reachedexpand
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 | 0.000 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".