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Record W4413452506 · doi:10.1080/09638288.2025.2548989

Mobility development of children, adolescents and young adults with cerebral palsy in high-, and low-/middle-income countries: a scoping review

2025· review· en· W4413452506 on OpenAlexaff
Elton Duarte Dantas Magalhães, Paula Silva de Carvalho Chagas, Deisiane Oliveira Souto, Livia Coutinho, Ricardo Rodrigues de Sousa, Filipe Machado Barcelos, Leonardo Cury Abrahão, Peter Rosenbaum, Robert J. Palisano, Ana Cristina Resende Camargos, Hércules Ribeiro Leite

Bibliographic record

VenueDisability and Rehabilitation · 2025
Typereview
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsMcMaster University Medical Centre
FundersFundação de Amparo à Pesquisa do Estado de Minas GeraisConselho Nacional de Desenvolvimento Científico e TecnológicoCoordenação de Aperfeiçoamento de Pessoal de Nível Superior
KeywordsCerebral palsyLow and middle income countriesPsychologyDevelopmental psychologyPhysical medicine and rehabilitationMedicinePhysical therapyGerontologyDeveloping countryEconomic growthEconomics

Abstract

fetched live from OpenAlex

PURPOSE: To review research on mobility development in children, adolescents and young adults with cerebral palsy (CP). METHODS: This scoping review included longitudinal studies on mobility development of children and young people (19-21 years) with CP. Findings were reported considering mobility capacity and performance of individuals with CP, observed in low- and middle- or high-income countries. The results were analyzed by two physicians and a mother of a child with CP, using Patient and Public Involvement (PPI) strategy. RESULTS: Eleven studies included 3,047 individuals with CP. Lower Gross Motor Function Classification Measure (GMFCS) levels were associated with better mobility capacity and performance. Additionally, the lower the GMFCS level, the more stability is achieved at older ages. Ten studies in high-income countries showed that mobility capacity stabilized before performance. The only study conducted in a low-income country showed a decline in mobility capacity in early adolescence. INTERPRETATIONS: The development of mobility capacity and performance may be related to the presence of different contextual factors in socioeconomically diverse countries. The findings of this review are important for sharing, discussing, and managing mobility development patterns with family members.

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)0.012
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: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.012
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.003
Bibliometrics0.0090.009
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.011
GPT teacher head0.291
Teacher spread0.280 · 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
GenreReview

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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