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Record W3097146817 · doi:10.1182/blood-2020-143472

Emergency Department Quality of Care for Sickle Cell Disease in Ontario, Canada: A Population-Based Matched Cohort Study

2020· article· en· W3097146817 on OpenAlexaffabout
Derek C.H. Chan, Fiona G. Kouyoumdjian, Uma H. Athale, Jacob Pendergrast, Madeleine Verhovsek

Bibliographic record

VenueBlood · 2020
Typearticle
Languageen
FieldMedicine
TopicHemoglobinopathies and Related Disorders
Canadian institutionsSt. Joseph's HospitalMcMaster Children's HospitalMcMaster UniversityToronto General HospitalUniversity of TorontoBC Children's HospitalUniversity Health NetworkSt. Joseph’s Healthcare HamiltonUniversity of British Columbia
Fundersnot available
KeywordsEmergency departmentMedicineTriageVaso-occlusive crisisPopulationEmergency medicineCohortHealth carePediatricsDisease burdenDiseaseSickle cell anemiaInternal medicineEnvironmental health

Abstract

fetched live from OpenAlex

Background: Acute vaso-occlusive crisis (VOC) in sickle cell disease (SCD) frequently leads patients to seek emergency department (ED) care. Whether or not health inequities exist, and their exact nature, is poorly understood in ED visits for SCD VOC within a universal publicly funded healthcare system. In this study, we aimed to address this knowledge gap by characterizing the landscape of ED care burden and quality indicators for SCD VOC management in the province of Ontario, Canada. Methods: We used population-level health administrative data to identify patients with SCD in Ontario who presented to the ED with SCD VOC (ICD-10-CA code D57.0) from 2006 to 2018. We evaluated quality of care indicators in the ED for this population and compared these with a general population group matched by age, sex, neighbourhood income quintile, geography (forward sortation area) and date of ED visit (-15 to +15 days per visit) (35,370 ED visits; 27,195 patients). Results: We identified 1,811 patients who presented to the ED with SCD VOC for a total of 13,123 ED visits over the study period. Of ED presentations, 40% were pediatric (< 18 years), 47% were male and 99% lived in urban settings. Compared to ED visits for the matched group, ED visits for SCD VOC had a significantly higher proportion of high acuity triage scores (CTAS 1 or 2) (74% vs 18%; p < 0.001), shorter time to initial physician assessment (76 ± 82 vs 90 ± 86 minutes; mean ± SD, p < 0.001), longer period of ED assessment and observation (432 ± 261 vs 212 ± 179 minutes; p < 0.001), increased likelihood of hospital admission (62% vs 5%; p < 0.001), longer duration of inpatient stay (5.2 ± 6.7 vs 4.0 ± 8.1 days; p < 0.001), and higher rates of repeat ED visits within 30 days of ED discharge (0.57 ± 1.44 vs 0.26 ± 0.79 visits; p < 0.001). We found specific socio-demographic variables associated with a poorer quality of care in ED visits for SCD VOC, including patients who were adults, male, from a low-income neighbourhood, having a greater number of dependents, a higher neighbourhood level of material deprivation, from an ethnically-concentrated neighbourhood, and those who lived in a residentially unstable region. Bivariate analyses for clinically meaningful outcomes (defined as ED disposition, repeat ED visit within 30 days, length of hospital admission stay, and being among the highest user bracket of ED care) further revealed significant socio-demographic associations that validated the clinical relevance of these determinants underlying ED metric disparities found within the SCD cohort (Table 1). In subgroup comparisons, we observed a significant difference in triage acuity scoring for adults compared with children with SCD VOC, with a 25% lower rate of high acuity triage score (CTAS 1 or 2) (66% vs 86%). We also found that despite a majority of adults with SCD VOC receiving these scores compared to those in the matched group (66% vs 18%), their mean times to initial physician assessment were not significantly different (90 ± 94 vs 91 ± 89 minutes), reflecting an average SCD VOC wait time longer than the clinical practice guideline recommendation of first dose analgesic within the first 60 minutes of ED arrival. Furthermore, we identified a negative correlation between poor ED metrics and patients with SCD who were highly dependent on ED care (defined as 4-9 or ≥ 10 ED visits for SCD VOC per year) at levels significantly above the matched comparative baseline. Conclusions: Indicators of ED care for SCD largely reflect the clinical acuity and severity of VOC presentations in Ontario, Canada. However, significant disparities in the quality of care received and in clinical outcomes for specific subgroups of patients with SCD, including those most vulnerable within this patient population, raises concern from a health equity perspective.By leveraging this landscape of SCD ED care, future policy, clinical and research efforts must work to understand, address and close these gaps in order to achieve best and equitable care for all. Disclosures No relevant conflicts of interest to declare.

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)0.002
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 score0.020
Threshold uncertainty score0.143

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.004
Science and technology studies0.0020.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.014
GPT teacher head0.254
Teacher spread0.240 · 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".

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Citations3
Published2020
Admission routes2
Has abstractyes

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