Improving dissemination of study results: perspectives of individuals with cystic fibrosis
Bibliographic record
Abstract
The practice of communicating research findings to participants has been identified as important in the research ethics literature, but little research has examined empirically how this occurs and what research participants’ views are in this regard. We interviewed 21 adults with cystic fibrosis who had previously participated in research and 2 research coordinators at a cystic fibrosis clinic. We aimed to better understand research participants’ views on receiving research results, types of findings they are interested in, how they would like to receive this information, and the impact this might have on future participation. Participants reported that they do not generally recall receiving study findings, though many reported that they would like to receive them. While some participants were not interested in receiving results, all participants felt that these results should be provided when desired by participants and believed that receiving study findings would support future participation. Participants felt that an accessible format, such as a lay summary, would be most helpful. This study supports calls to make study findings available to participants, though the format in which they are provided requires consideration. Participants rarely recalled receiving findings despite the clinic in which this study was conducted returning them regularly. Therefore, questions pertaining to the provision of study findings must focus less on whether to share the findings and more on how to share them with participants most effectively. The logistics of providing study findings may be challenging in some cases, but participant support for the practice highlights its importance.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.117 | 0.225 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.021 | 0.020 |
| Scholarly communication | 0.015 | 0.011 |
| Open science | 0.003 | 0.017 |
| Research integrity | 0.009 | 0.014 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".