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Record W4407866315 · doi:10.2196/64911

Integrating Lived Experience Into Medical Education Related to Children With Medical Complexity or Developmental Disabilities: Protocol for a Scoping Review

2025· review· en· W4407866315 on OpenAlexvenueno aff
Noah Pollard, Leslie Christensen, Heidi Kloster, D. Timothy Gerber, Gail Chödrön

Bibliographic record

VenueJMIR Research Protocols · 2025
Typereview
Languageen
FieldHealth Professions
TopicAdolescent and Pediatric Healthcare
Canadian institutionsnot available
Fundersnot available
KeywordsPreprintProtocol (science)Medical educationPsychologyGerontologyMedicineComputer scienceAlternative medicineWorld Wide Web

Abstract

fetched live from OpenAlex

BACKGROUND: Involving people with lived experience in medical education can benefit them, their caregivers, and medical students, and may particularly impact medical education about children requiring comprehensive, individualized, multidisciplinary care, including those with medical complexity or developmental disabilities. Yet, there is no summary of how children with medical complexity or developmental disabilities, or their families or caregivers have been included in medical education for medical students, residents, and fellows. To advance the effective inclusion of lived experience in medical education related to this patient population, a synthesis of existing literature is needed. OBJECTIVE: This scoping review aims to identify and synthesize the literature on including the lived experiences of children with medical complexity or developmental disabilities and their caregivers in medical education, where in the curricular development process they are involved, and the level of engagement of people with lived experience in the process. METHODS: To complete the scoping review, MEDLINE, Scopus, PsycINFO, ERIC, Academic Search Premier, and Google Scholar were searched for studies investigating patient and caregiver involvement in medical education related to children with medical complexity or developmental disabilities. Studies involving continuing professional development or patients who are not children with medical complexity or developmental disabilities were excluded. Data will be extracted to identify the stage of curriculum development in which lived experience is included based on Kern's 6-step approach, and to examine the level of engagement in medical education of children with medical complexity or developmental disabilities, their families, or their caregivers. Data from the scoping review will be presented in tables, diagrams, or matrices to demonstrate how lived experience caring for children with medical complexity or children with developmental disabilities has been included in the 6 steps of curriculum development and to characterize the level of engagement of people with lived experience in this process. Descriptive analysis will be performed to identify the findings from the included sources pertaining to the research objective. RESULTS: Database searches were completed on April 19, 2024. In total, 4382 unique articles were identified and screened against the eligibility criteria in July 2024, resulting in 30 articles being included in the scoping review. Data extraction began in July 2024. CONCLUSIONS: Our results will identify areas of improvement for medical education pertaining to the care of children with medical complexity or developmental disabilities. The findings will support and contribute to the development of medical school curricula surrounding care for children with medical complexity and children with developmental disabilities that incorporate people with lived experience in crucial roles during curriculum development. These partnerships with people with lived experience will promote more patient- and family-centered physicians, leading to better care of children with medical complexity and children with developmental disabilities. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID): DERR1-10.2196/64911.

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)0.097
metaresearch head score (Gemma)0.104
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.097
Threshold uncertainty score0.515

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0970.104
Meta-epidemiology (narrow)0.0050.006
Meta-epidemiology (broad)0.0130.016
Bibliometrics0.0230.020
Science and technology studies0.0060.006
Scholarly communication0.0100.011
Open science0.0060.008
Research integrity0.0090.008
Insufficient payload (model declined to judge)0.0600.010

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 head0.697
GPT teacher head0.756
Teacher spread0.059 · 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 designSystematic review
Domainnot available
GenreProtocol

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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