A265 BARRIERS TO DIETARY MODIFICATION IN INFLAMMATORY BOWEL DISEASE (IBD): A MIXED-METHODS ASSESSMENT OF PATIENT PERCEPTIONS
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
Abstract Background Many patients living with IBD identify diet as a key factor in managing their disease, symptoms and general health, and many report implementing dietary restrictions in response to disease activity and symptoms. Despite increasing data on the role of diet, IBD patients face a variety of challenges that can compromise adherence to dietary recommendations in clinical practice. Aims To identify IBD patients’ perceptions regarding barriers to dietary modification and to understand their experiences and expectations of dietary advice from gastroenterologists (GI) or dietitians (RD). Methods A mixed-method qualitative data collection strategy with semi-structured focus group and individual one-on-one interviews moderated by a clinical psychologist over a web-based, video communication platform (Zoom). Adult IBD patients (between 18 to 75 years old) attending the McMaster University Medical Centre IBD Clinic were invited to join a focus group consisting of 2-6 individuals or a one-on-one interview. All participants were asked to complete a demographics survey (REDCap) before the session. Recorded audio files for all sessions were transcribed, de-identified and reviewed for accuracy by 2 reviewers with an independent adjudicator to resolve discrepancies followed by thematic analysis (NVIVO). Results Between May to December 2022 and May 2023, 38 of 90 invitees took part in 11 focus groups and 9 chose individual interviews. Most participants (mean age 42 years; 60% female) were Caucasian (87%); 42% had a self-reported history of mental health disorders. Mean IBD duration was 16 years (min-max: 0.5–44 years); 73% were in remission and 68% had Crohn’s disease. Thematic analysis identified 5 primary and 11 secondary barriers to dietary adoption (Table). Participants reported positive and negative experiences with dietary advice from GIs and RDs; expectations included GI referral to a specialist RD and integration of an RD into the health care team. Conclusions IBD patients report multiple, varied barriers to dietary adoption and identify a need for improved access to dietary advice and other resources, including integration of RDs into primary and IBD Clinic care teams. The identification of multiple, varied patient-reported barriers offers an opportunity to develop personalized dietary advice for IBD patients to enhance health, well-being and quality of life. Thematic map of barriers experienced by patients when adopting dietary modifications Funding Agencies Farncombe Family Digestive Health Research Institute; Douglas Family
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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