Peer researchers in post-professional healthcare: A glimpse at motivations and partial objectivity as opportunities for action researchers
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
Peer researchers are members of a population under study who have a decision-making role or staff position on a research team. Peer researchers are increasingly required for funding proposals to succeed in Canadian HIV/AIDS research, and are strongly recommended for community-based participatory research in other fields. There is a need to better understand peer researchers’ motivations and their impact, both positive and negative, on studies they take part in. The emerging theory of post-professionalism informed a bounded system case study approach, whereby four peer researchers from an HIV, social work, and brain health study were conveniently sampled, then interviewed concerning their experiences and insider-outsider positioning. Personal interest and community leadership were key motivations behind their involvement; language barriers and managing multiple roles were key challenges. Participants identified a risk inherent in the performative interval, considering whether their contributions were a projection of self rather than a representation of participant contributions. Tension between social location and the insider positioning expected of peer researchers requires that academic researchers recognize the personal and social investments that peers make to a study. This paper presents considerations for how healthcare researchers can better engage as peers with peer researchers.
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 | 0.015 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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