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Record W4416889904 · doi:10.35844/001c.143538

Using a Co-Creative Process to Develop Information Videos on Transition Care: Process, Outcomes, and Evaluation

2025· article· en· W4416889904 on OpenAlexaff
Éric Racine, Juliette Durocher, Marie‐José Clermont, Rocio Gissel Gutierrez Rojas, Anne Fournier

Bibliographic record

VenueJournal of Participatory Research Methods · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsCentre Hospitalier Universitaire Sainte-JustineMcGill UniversityUniversité de MontréalMontreal Clinical Research Institute
Fundersnot available
KeywordsAutonomyContext (archaeology)FlourishingValue (mathematics)Health careTransition (genetics)Citizen journalismProcess (computing)

Abstract

fetched live from OpenAlex

The transition from pediatric to adult healthcare settings often represents a challenging and difficult period of life for youths with chronic illnesses. It represents a change of context at a time when several social, psychological, and physiological changes related to adolescence co-occur. Lack of preparation, information, coordination between pediatric and adult settings, and support were, and still are, frequently cited issues. As an interdisciplinary team of health researchers in ethics and pediatrics, we became attuned to potential value discrepancies between established transition programs – which tend to stress the value of independence and autonomy – and local social and clinical realities. The objective of better integrating youth perspectives about their own well-being and flourishing into transition program development led us to undertake a mixed-method study (e.g., interviews, surveys) and a partly participatory research project. In this paper, we report specifically on the participatory process, experience, and procedural outcomes (based on the evaluation of the experience by youths) of co-creating videos with youths. Overall, the co-creative video process was successful in producing six distinctive videos with the support of a professional videographer. The evaluation of participating youths also suggests that the experience was overwhelmingly positive, fostering a sense of belonging (breaking isolation), and empowering them as agents of information and change throughout the process. We elaborate on the benefits of co-creative participatory research based on our experience and then further discuss the realities of undertaking such a co-creative project. As a resource, the videos produced could help raise needed awareness of various aspects of transition care for youths with chronic illnesses.

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)0.048
metaresearch head score (Gemma)0.116
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.048
Threshold uncertainty score0.256

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0480.116
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.002
Science and technology studies0.0030.002
Scholarly communication0.0030.003
Open science0.0020.006
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.001

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.

Opus teacher head0.719
GPT teacher head0.759
Teacher spread0.041 · 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 designQualitative
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
Published2025
Admission routes1
Has abstractyes

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