Relational practices for meaningful inclusion in health research: Results of a deliberative dialogue study
Bibliographic record
Abstract
INTRODUCTION: The importance of including people affected by research (e.g., community members, citizens or patient partners) is increasingly recognized across the breadth of institutions involved in connecting research with action. Yet, the increasing rhetoric of inclusion remains situated in research systems that tend to reward traditional dissemination and uphold power dynamics in ways that centre particular (privileged) voices over others. In research explicitly interested in doing research with those most affected by the issue or outcomes, research teams need to know how to advance meaningful inclusion. This study focused on listening to voices often excluded from research processes to understand what meaningful inclusion looks and feels like, and asked what contributes to being or feeling tokenized. METHODS: In this deliberative dialogue study, 16 participants with experience of navigating social exclusions and contributing to research activities reflected on what makes for meaningful experiences of inclusion. Using a co-production approach, with a diversely representative research team of 15 that included patient and community partners, we used critically reflective dialogue to guide an inclusive process to study design and implementation, from conceptualization of research questions through to writing. RESULTS: We heard that: research practices, partnerships and systems all contribute to experiences of inclusion or exclusion; the insufficiency or absence of standards for accountability amplifies the experience of exclusion; and inclusive practices require intention, planning, reflection and resources. CONCLUSIONS: We offer evidence-informed recommendations for the deeply relational work and practices for inclusivity, focused on promising practices for cultivating welcoming systems, spaces and relationships. PATIENT OR PUBLIC CONTRIBUTION: This work reflects a co-production approach, where people who use and are affected by research results actively partnered in the research process, including study design, data-generating activities, analysis and interpretation, and writing. Several of these partners are authors of this manuscript.
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.
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 | 0.011 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.000 |
| 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 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".