Collaborative priority setting for human immunodeficiency virus rehabilitation research: A case report
Bibliographic record
Abstract
BACKGROUND: The inclusion of community members and other stakeholders in the establishment of research priorities is vital to ensuring that priorities are congruent with the main concerns of affected communities. PURPOSE: The purpose of this project was to identify priority research topics for addressing the activity and community participation needs of people living with human immunodeficiency virus (HIV) and meaningfully involve multiple stakeholders in the development of those priorities. METHOD: We invited people living with HIV, researchers, service providers, and policy makers to a 2-day forum. Twenty-six people participated in developing priorities through the application of two methodologies, the World Café and Dotmocracy. We evaluated the forum though immediate dialogue and a postproject survey. FINDINGS: Participants identified 10 high-priority research topics. Evaluation findings highlighted positive substantive, instrumental, personal, and normative outcomes of stakeholder involvement. IMPLICATIONS: The identified priority topics can guide future occupational therapy practice and research in this emerging area.
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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 | 0.016 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".