Bridges of perspectives: representation of people with lived experience of spinal cord injury in editorial boards and peer review
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: Diversity among editorial boards and in the peer review process maximizes the likelihood that the dissemination of reported results is both relevant and respectful to readers and end users. Past studies have examined diversity among editorial board members and reviewers for factors such as gender, geographic location, and race, but limited research has explored the representation of people with disabilities. Here, we sought to understand the landscape of inclusivity of people with lived experience of spinal cord injury specifically in journals publishing papers (2012-2022) on their quality of life. METHODS: An open and closed 12-question adaptive survey was disseminated to 31 journal editors over a one-month period beginning December 2022. RESULTS: We received 10 fully completed and 5 partially completed survey responses (response rate 48%). Notwithstanding the small sample, over 50% (8/15) of respondents indicated that their journal review practices involve people with lived experience of spinal cord injury, signaling positive even if incomplete inclusivity practices. The most notable reported barriers to achieving this goal related to identifying and recruiting people with lived experience to serve in the review and editorial process. CONCLUSIONS: In this study we found positive but incomplete trends toward inclusivity in journal practices involving people with lived experience of spinal cord injury. We recommend, therefore, that explicit and genuine efforts are directed toward recruitment through community-based channels. To improve representation even further, we suggest that editors and reviewers be offered the opportunity to self-identify as living with a disability without discrimination or bias.
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.
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | Metaresearch Domain: Evaluation · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Qualitative | high |
| gpt | MetaresearchScholarly communication Domain: Evaluation · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Observational | high |
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 | 0.009 | 0.021 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it