The Daily Experiences of Pleasure, Productivity, and Restoration Profile: A case study
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
BACKGROUND: Occupational therapy enables clients to self-manage their health through the use of occupation; however, additional occupation-focused assessments are needed to capture people's subjective experiences associated with everyday activities as awareness of one's experiences can help promote change. PURPOSE: This qualitative case study explored the utility of one such assessment, the Daily Experiences of Pleasure, Productivity, and Restoration Profile (PPR Profile). METHOD: Five spousal caregivers completed and discussed the PPR Profile with an occupational therapist. Interviews with the caregivers and therapist occurred during and following use. Content analysis revealed several themes. FINDINGS: Both caregivers and the occupational therapist reported that use of the PPR Profile provided benefits but not without challenges. IMPLICATIONS: The findings support preliminary utility of the PPR Profile; however, additional research is needed and occupational therapists need to be aware of the challenges when deciding to use the tool.
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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 | 0.001 | 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 | 0.001 | 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