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Record W4391162728 · doi:10.1093/ecco-jcc/jjad212.0579

P449 Beyond a patient's control: assessing non-modifiable factors of transition readiness in IBD patients who have transferred to adult care

2024· article· en· W4391162728 on OpenAlexaffabout
Allison Bihari, Karen I. Kroeker

Bibliographic record

VenueJournal of Crohn s and Colitis · 2024
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsAdult careControl (management)Transition (genetics)GerontologyMedicinePsychologyComputer scienceYoung adultBiologyArtificial intelligence

Abstract

fetched live from OpenAlex

Abstract Background The transition from paediatric to adult care is an important time for a patient diagnosed with inflammatory bowel disease (IBD) in childhood/adolescence. A systematic review by Johnson et al., identified non-modifiable and modifiable factors that impact transition readiness. This review summarized positive associations with non-modifiable factors, such as females had higher self-management scores than males, patients with Crohn’s disease or a family IBD history associated with higher self-efficacy scores. Older age at diagnosis was associated with lower self-management scores in one study. Lack of or conflicting associations were found with respect to medication type and age at diagnosis. We aim to assess the prevalence of these non-modifiable factors in our patient population at time of transfer to adult care. Methods We conducted a medical chart review of patients with IBD who had their first adult care appointment between 2015 and 2022 at an academic IBD clinic in Alberta, Canada. We recorded information on non-modifiable factors, including gender, diagnosis, age at diagnosis, family history of IBD, and IBD medication type at time of first adult appointment. We used descriptive statistics to summarize the non-modifiable factors in our patient population. Results We reviewed the medical charts of 198 patients. The median age of IBD diagnosis was 14.4 years old (IQR: 13.0-15.9) with 2.5% of patients were diagnosed between 0-4; 6.1% between 5-9; 51.0% between 10-14; 40.4% between 15-17. At time of first appointment in adult care, 29.5% were on biologic monotherapy; 28.3% were on biologic combination therapy; 33.3% were on either 5-ASA or an immunosuppressant; the remaining 9.1% were either not on any IBD medications or medications were not documented. 43% of patients were female gender; while 60.0% of patients had Crohn’s disease; 6.6% had IBD-U, and 33.3% had ulcerative colitis. Further, 13.6% of patients had a first degree relative with IBD. Conclusion This study reports the prevalence of non-modifiable factors associated with transition readiness. By identifying these factors, we can direct more resources towards supporting specific populations in achieving transition readiness. For example, our study found that only 13.6% had a first degree relative with IBD – a factor positively associated with self-efficacy. This represents a large population without a relative with IBD that could benefit from resources designed to improve self-efficacy. Overall, this study supports future research aimed at designing interventions to improve readiness tailored to patients who may benefit the most.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.038
Threshold uncertainty score0.076

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.020
GPT teacher head0.351
Teacher spread0.331 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes2
Has abstractyes

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