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Waiting time for rehabilitation services for children with physical disabilities

2002· article· en· W2049587723 on OpenAlexafffundabout
Debbie Ehrmann Feldman, François Champagne, Nicol Korner‐Bitensky, Garbis Meshefedjian

Bibliographic record

VenueChild Care Health and Development · 2002
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsMcGill UniversityUniversité de MontréalMontreal Children's Hospital
FundersMaternal and Child Health BureauHealth Canada
KeywordsRehabilitationMedicineConfidence intervalHazard ratioReferralPhysical therapyOccupational therapyProspective cohort studyFamily medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Early rehabilitation may minimize disability and complications. However, children often wait a long time to gain admission to rehabilitation centres. OBJECTIVES: To describe waiting times for paediatric physical and occupational therapy and to determine factors associated with these waiting times. RESEARCH DESIGN: The study was a prospective cohort design. Patients were followed from 1 January 1999 to 1 March 2000. SUBJECTS: All children with physical disabilities, aged 0-18 years, referred in 1999 from the Montreal Children's Hospital to paediatric rehabilitation centres. MEASURES: Data on date of referral, date of first appointment at the rehabilitation centre, age, gender, diagnosis, region and language were obtained from the rehabilitation transfer database. Primary family caregivers of children who were transferred to a rehabilitation facility participated in a telephone interview regarding their perceptions of the transfer process. RESULTS: There were 172 children referred to rehabilitation facilities. The mean age of the children was 2.5 years. Average waiting time was 157.4 days (SD 57.1) for occupational therapy and 129.4 days (SD 51.6) for physical therapy. Decreased waiting time was associated with living in the city as opposed to the suburbs (hazard ratio=1.77; 95% confidence interval=0.92-3.41) and inversely associated with age (hazard ratio=0.46; 95% confidence interval=0.34-0.62). Among the 41 primary family caregivers who participated in the survey, higher empowerment scores were associated with shorter waits for rehabilitation. CONCLUSION: Waiting time for rehabilitation services needs to be reduced. Empowered parents appear to manoeuvre within the system to reduce waiting times for their children.

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)0.001
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.027
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.260
Teacher spread0.248 · 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 designObservational
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

Citations47
Published2002
Admission routes3
Has abstractyes

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