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Record W4406119726 · doi:10.1186/s43058-024-00690-w

Education strategies are the most commonly used in pediatric rehabilitation implementation research: a scoping review

2025· review· en· W4406119726 on OpenAlex

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueImplementation Science Communications · 2025
Typereview
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsnot available
FundersNational Heart, Lung, and Blood InstituteWashington University School of Medicine in St. LouisWashington University in St. Louis
KeywordsRehabilitationMedicinePhysical therapy

Abstract

fetched live from OpenAlex

BACKGROUND: Approximately one in six children has a disability, and effective, evidence-based rehabilitation can ameliorate the impact of these conditions over the lifespan. However, implementing interventions in real-world settings remains a challenge. This scoping review aimed to summarize the characteristics, implementation strategies, and outcomes of implementation studies in pediatric rehabilitation. METHODS: A comprehensive search was conducted in PubMed/MEDLINE, EMBASE, CINAHL, SCOPUS, and Web of Science from the database inception to December 2, 2022. Studies testing implementation strategies in pediatric rehabilitation interventions were included. Data extracted included study characteristics (e.g., country, intervention type, field of rehabilitation), implementation strategies characterized using the Expert Recommendations for Implementing Change taxonomy, and outcomes based on the Implementation Outcomes Framework. RESULTS: Of the 11,740 studies identified, 44 met the inclusion criteria. Most studies were conducted in the United States (n = 15, 34%) or Canada (n = 10, 23%) and used a mixed-methods design (n = 13, 30%). Interventions primarily targeted motor skills (n = 19, 43%) and were conducted in outpatient settings (n = 14, 32%) or homes (n = 11, 23%). The most commonly used implementation strategies were "train and educate key informant" (n = 21, 48%) and "use evaluative/iterative strategies" (n = 19, 43%). Feasibility (n = 19, 43%) and acceptability (n = 16, 36%) were the most frequently targeted implementation outcomes. CONCLUSIONS: Reporting implementation strategies and outcomes in pediatric rehabilitation studies is limited and highly variable. Most strategies focused on developing and sharing educational materials, while administrative and systems-level interventions were largely absent. Standardized documentation of implementation strategies and outcomes could advance the field's understanding of the effective development of interventions designed for implementation, encouraging faster uptake of effective interventions.

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)0.007
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.905
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0070.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.009
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0020.001
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 head0.316
GPT teacher head0.621
Teacher spread0.305 · 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