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
This is a study of client satisfaction with walk-in single session team therapy, a clinical delivery system that offers immediate accessibility at moments in time determined by the client. Individual adults, couples, or family members over the age of 18 (N = 403) responded to questionnaires, given immediately after the therapy session, aimed at assessing client satisfaction with their walk-in single session team therapy. Client satisfaction was assessed in five variables: satisfaction with the overall walk-in single session team therapy service, the reception service, intake paperwork, explanation of confidentiality, and consulting team approach. Results indicate 81.9% of the clients reported overall high satisfaction with the walk-in single session team therapy service, with the greatest strengths of the service reported being immediate accessibility and the caring attitude of the therapist. Higher satisfaction was reported for some presenting concerns (sexual abuse/assault, self-esteem, and child behavior issues) than for others (anxiety and stress). Written feedback regarding the perceived strengths and recommended changes for the service is also reported. The article concludes with a discussion of how walk-in single session team therapy has utility in the overall clinical delivery system.
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 | 0.000 |
| 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 it