Paediatric to Adult Transition of Care in IBD: Understanding the Current Standard of Care Among Canadian Adult Academic Gastroenterologists
Bibliographic record
Abstract
BACKGROUND: The optimal form of health care delivery for paediatric to adult inflammatory bowel disease transition of care is unknown. The primary purpose of this study was to establish current standard of care across Canada among adult gastroenterologists. METHODS: Adult gastroenterologists interested in transition care were identified. Twenty-five anonymous surveys and 17 semistructured interviews representing 9 adult gastroenterology centers across 6 provinces were completed. Questions focused on the transition process, referral practices, information transfer and access to multidisciplinary resources. The need for expert guidance and transition-related quality indicators were identified. The interviews were audio-recorded, transcribed and coded in duplicate for qualitative thematic analysis. RESULTS: = 5). Most transition patients were referred to academic centers. Transfer volume per center ranged from 12 to 100 per year. Transfer of information was optimized with shared electronic medical record and comprehensive referral package. The majority of the programs lacked consistent access to a multidisciplinary team. The strongest attributes related to health care provider interest in transition and complete information transfer. Areas for improvement included increased resource allocation: financial, logistical and personnel. All agreed that a consensus-based guidfmeline for adult phase of transition would be beneficial. Potential quality indicators included adherence to care, depression/anxiety scores and patient knowledge. CONCLUSIONS: This Canadian study of adult gastroenterologists revealed that while practice patterns vary, most agree that a transition clinic with access to multidisciplinary resources would be beneficial. A consensus-based guideline and quality indicators to assess performance may standardize the adult phase of transition and optimize outcomes.
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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 | 0.005 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".