Assessing the Fidelity of an Affirmative Cognitive Behavioral Group Intervention
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
Purpose: Support implementation fidelity in intervention research with lesbian, gay, bisexual, transgender, queer, and sexual and gender diverse (LGBTQ+) populations, this study explores the systematic development of a fidelity process for AFFIRM, an evidence-based, affirmative cognitive behavioral therapy group intervention for LGBTQ+ youth and adults. Method: As part of a clinical trial, the AFFIRM fidelity checklist was designed to assess clinician adherence. A total of 151 audio-recorded group sessions were coded by four trained raters. Results: = 12.50). Inter-rater reliability was 81%, suggesting substantial agreement. Qualitative thematic analysis of low-rated sessions identified deviations from the manual and difficulties in group facilitation, while high-rated sessions specified affirmative and effective clinical responses. Discussion: Findings were integrated into clinical training and coaching. The fidelity process provides insights into the challenges of implementing social work interventions effectively with LGBTQ+ populations in community settings.
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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 | 0.011 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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