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Record W4393869851 · doi:10.1017/cts.2024.211

228 Investigating the Transitionary Process from Pediatric to Adult Care and Improving Transitional Readiness for Youth with Sickle Cell Disease (SCD) through Co-Designing an Intervention

2024· article· en· W4393869851 on OpenAlex
Janine Noorloos, Fairuz Karim, J.S. Randhawa, G Astorga, Peola Ellis

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Clinical and Translational Science · 2024
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsIntervention (counseling)DiseaseProcess (computing)Transitional carePsychologyMedicinePolitical scienceNursingComputer scienceHealth careInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVES/GOALS: The goal is to use a participatory design approach involving patients and healthcare providers to create an intervention aiming to improve the transition readiness of youth with sickle cell disease (SCD) when going from pediatric to adult care in Ontario. METHODS/STUDY POPULATION: The study employed a participatory design approach, utilizing co-design and community-consulted design practices. The co-design process involved three design sessions with 7 adult participants (3 with SCD, 3 with SCD working in healthcare, and 1 without SCD but working in healthcare) to actively involve them in designing an intervention that addressed their unmet needs. A thematic analysis of the first design session was conducted to gain insight into their experiences. The community-consulted design included three internal research team sessions to synthesize the participants' insights. Zoom was used for all sessions, and Miro as the online collaboration tool for participatory design activities, resulting in a prototype that reflected the collective input of the target users and the broader community. RESULTS/ANTICIPATED RESULTS: With the thematic analysis, one prominent theme emerged, labeled as 'Barriers to Successful Transition,' which consisted of four subthemes: 1) Lack of Education and Awareness; 2) Constraints in Healthcare Delivery, 3) Managing Multiple Transitions; and 4) Racial Bias in Healthcare. The word 'hospital' emerged as the most frequently mentioned word, following closely were the terms 'school,' 'person,' 'sickle cell disease,' and 'education.' This analysis underscores the crucial involvement of hospitals and healthcare providers in facilitating the transition of youth with SCD. Following the design sessions, the most desirable/feasible intervention was to create an accredited digital educational module for adult healthcare providers specifically focusing on youth transitioning with SCD. DISCUSSION/SIGNIFICANCE: 3,500 people in Ontario have SCD, with an average age of 24 years, where one-third are aged 14 or younger. Youth with SCD face unique challenges, so effective communication and comprehensive care coordination are needed from healthcare providers. The digital module will increase awareness and ultimately improve transition readiness.

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.

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.092
Threshold uncertainty score0.681

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.115
GPT teacher head0.488
Teacher spread0.373 · 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