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Record W2009701026 · doi:10.3899/jrheum.080514

Access to Pediatric Rheumatology Subspecialty Care in British Columbia, Canada

2009· article· en· W2009701026 on OpenAlexaffvenueabout
Natalie J. Shiff, Reem Abdwani, David A. Cabral, Kristin Houghton, Peter N. Malleson, Ross E. Petty, Vïctor Manuel Rodríguez Espinosa, Lori B. Tucker

Bibliographic record

VenueThe Journal of Rheumatology · 2009
Typearticle
Languageen
FieldMedicine
TopicAutoimmune and Inflammatory Disorders Research
Canadian institutionsUniversity of British ColumbiaBC Children's Hospital
Fundersnot available
KeywordsMedicineSubspecialtyRheumatologyReferralInternal medicineOutpatient clinicPediatricsFamily medicinePhysical therapy

Abstract

fetched live from OpenAlex

OBJECTIVE: Early recognition and treatment of pediatric rheumatic diseases is associated with improved outcome. We documented access to pediatric rheumatology subspecialty care for children in British Columbia (BC), Canada, referred to the pediatric rheumatology clinic at BC Children's Hospital, Vancouver. METHODS: An audit of new patients attending the outpatient clinic from May 2006 to February 2007 was conducted. Parents completed a questionnaire through a guided interview at the initial clinic assessment. Referral dates were obtained from the referral letters. Patients were classified as having rheumatic disease, nonrheumatic disease, or a pain syndrome based on final diagnosis by a pediatric rheumatologist. RESULTS: Data were collected from 124 of 203 eligible new patients. Before pediatric rheumatology assessment, a median of 3 healthcare providers were seen (range 1-11) for a median of 5 visits (range 1-39). Overall, the median time interval from symptom onset to pediatric rheumatology assessment was 268 days (range 13-4989), and the median time interval from symptom onset to referral to pediatric rheumatology was 179 days (range 3-4970). Among patients ultimately diagnosed with rheumatic diseases (n = 53), there was a median of 119 days (range 3-4970) from symptom onset to referral, and 169 days (range 31-4989) from onset to pediatric rheumatology assessment. CONCLUSION: Children and adolescents with rheumatic complaints see multiple care providers for multiple visits before referral to pediatric rheumatology, and there is often a long interval between symptom onset and this referral.

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 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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.271
Threshold uncertainty score0.525

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.011
GPT teacher head0.276
Teacher spread0.264 · 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 teacher head, 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

Citations27
Published2009
Admission routes3
Has abstractyes

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