Bibliographic record
Abstract
Abstract Participatory research is the science of partnerships underlying research, concerned with research governance, ownership of research products, and relationships behind research objectives and methods. The common strand behind the quite different schools of participatory research is that research should be in respectful partnership with people; it is not about researchers working on, for, or about people. Modern participatory research embraces different philosophies through several applications. The first application addresses research objectives, with participation at different points in the research cycle. Second, modern participatory research is relevant in adaptive management, including management of primary health care. Third, participatory research is a tool for patient engagement and patient‐centered outcomes in the clinical context. A fourth application is participatory research as an intervention: Participatory research moves people, and it mobilizes resources and can thus be pivotal to sustainability and for health‐promoting intersectoral linkages. As primary health care is a family medicine responsibility, participatory research offers family medicine a valuable toolbox complementing the accepted clinical toolboxes. Through shared identification of problems and decisions about solutions, participatory research increases participant capacity to identify and address their own issues. Among clinicians, it enhances professional practices. In the bigger social picture, all this promotes social justice, self‐determination, and knowledge utilization.
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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 | 0.007 | 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 | 0.002 | 0.001 |
| 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".