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Record W3107526160 · doi:10.1111/epi.16775

Economic burden of epilepsy in children: A population‐based matched cohort study in Canada

2020· article· en· W3107526160 on OpenAlexaffabout
Elysa Widjaja, Astrid Guttmann, George Tomlinson, O. Carter Snead, Beate Sander

Bibliographic record

VenueEpilepsia · 2020
Typearticle
Languageen
FieldMedicine
TopicPharmacological Effects and Toxicity Studies
Canadian institutionsUniversity Health NetworkHospital for Sick ChildrenPublic Health OntarioUniversity of Toronto
FundersMinistry of Health
KeywordsMedicineEpilepsyConfidence intervalCohortIndirect costsHealth carePediatricsSocioeconomic statusPopulationCohort studyDemographyEnvironmental healthPsychiatryInternal medicine

Abstract

fetched live from OpenAlex

OBJECTIVE: The economic burden of childhood epilepsy to the health care system remains poorly understood. This study aimed to determine phase-specific and cumulative long-term health care costs in children with epilepsy (CWE) from the health care payer perspective. METHODS: This cohort study utilized linked health administrative databases in Ontario, Canada. Incident childhood epilepsy cases were identified from January 1, 2003 to June 30, 2017. CWE were matched to children without epilepsy (CWOE) on age, sex, rurality, socioeconomic status, and comorbidities, and assigned prediagnosis, initial, ongoing, and final care phase based on clinical trajectory. Phase-specific, 1-year and 5-year cumulative health care costs, attributable costs of epilepsy, and distribution of costs across different ages were evaluated. RESULTS: A total of 24 411 CWE were matched to CWOE. The costs were higher for prediagnosis and initial care than ongoing care in CWE. Hospitalization was the main cost component. The costs of prediagnosis, initial, and ongoing care were higher in CWE than CWOE, with the attributable costs at $490 (95% confidence interval [CI] = $352-$616), $1322 (95% CI = $1247-$1402), and $305 (95% CI = $276-$333) per 30 patient-days, respectively. Final care costs were lower in CWE than CWOE, with attributable costs at -$2515 (95% CI = -$6288 to $961) per 30 patient-days. One-year and 5-year cumulative costs were higher in CWE ($14 776 [95% CI = $13 994-$15 546] and $39 261 [95% CI = $37 132-$41 293], respectively) than CWOE ($6152 [95% CI = $5587-$6768] and $15 598 [95% CI = $14 291-$17 006], respectively). The total health care costs were highest in the first year of life in CWE for prediagnosis, initial, and ongoing care. SIGNIFICANCE: Health care costs varied along the continuum of epilepsy care, and were mainly driven by hospitalization costs. The findings identified avenues for remediation, such as enhancing care around the time of epilepsy diagnosis and better care coordination for epilepsy and comorbidities, to reduce hospitalization costs and the economic burden of epilepsy care.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.365
Threshold uncertainty score0.592

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.016
GPT teacher head0.274
Teacher spread0.258 · 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

Citations28
Published2020
Admission routes2
Has abstractyes

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