P003 INFLAMMATORY BOWEL DISEASE PATIENTS’ PERSPECTIVES OF CLINICAL TRIALS
Bibliographic record
Abstract
Abstract Background Despite recent progress in treatment for inflammatory bowel diseases (IBD), there is a need for therapies with long-term efficacy and improved safety. Clinical trials in IBD face challenges with patient recruitment because of study designs, competitive or overlapping trials, and a limited number of eligible patients. We sought to better understand patients’ motivations, awareness of, and experience with IBD clinical trials. Methods We conducted an international survey of adult patients with IBD consisting of 2 components. The quantitative component, a 15-minute online survey, was completed by all patients. A qualitative component, a 30-minute telephone interview, was completed by a subset of patients from the United States (US). All percentages indicate results from the online survey. Results 226 patients (mean age, 41.9 y) completed the online survey. Survey respondents included patients with ulcerative colitis (52%) and Crohn’s disease (48%) from the US (n=100, 21 of whom underwent a phone interview), Brazil (n=26), Canada (n=25), France (n=25), Germany (n=25), and Spain (n=25). Ninety-six percent of respondents reported at least a basic understanding of clinical trials, and 34 (15%) were current or past clinical trial participants. Patients reported learning about trials through 1 or more sources (could select as many as applied): health care providers (42%), pharmaceutical manufacturer websites (31%), social media (30%), online support groups (28%), and foundations (18%-23%). In the survey, patients rated conversations with health care providers most helpful, but patients who were interviewed revealed that most physicians often do not initiate conversations about clinical trials, and patients typically do not ask. Primary motivators for trial participation (rated from “does not encourage me at all” to “encourages me very much”) included altruistic goals of advancing medicine (67%), potentially mitigating risks of uncontrolled IBD such as colon cancer (59%), and access to treatment options that could improve quality of life (59%) or would otherwise be unaffordable (52%). Major barriers to participation (rated from “does not discourage me at all” to “discourages me very much”) included invasive screening and monitoring (35%), concern over receiving placebo (35%), or suboptimal treatment (33%), and concerns about posttrial access to study medication (27%). The majority (68%) reported that being in a clinical trial means being a “guinea pig” for an experimental treatment. Conclusion Opportunities to improve patients’ clinical trial experience in IBD include better communication with health care providers and improved patient education about clinical trial design and ethics. Ultimately, a better understanding of the patient perspective will be important for more informed patients and potentially higher recruitment and enrollment.
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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 | 0.013 | 0.055 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.015 | 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".