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Record W2188178106

Management of acute exacerbation of COPD in rural Alberta emergency departments.

2015· article· en· W2188178106 on OpenAlexaffabout
Paul McKenna, Kelsey MacLeod, Christopher Le, Kevin Tok, Jessie Ursenbach, Lindsey Sutherland, L. Gaudet, S. Couperthwaite, Cristina Villa‐Roel, Brian H. Rowe

Bibliographic record

VenuePubMed · 2015
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineExacerbationCOPDGuidelineInterquartile rangeAnticholinergicEmergency departmentCopd exacerbationInternal medicineEmergency medicineIntensive care medicineAcute exacerbation of chronic obstructive pulmonary diseaseNursing
DOInot available

Abstract

fetched live from OpenAlex

INTRODUCTION: Acute exacerbation of chronic obstructive pulmonary disease (COPD) is a common presentation to emergency departments (EDs); however, limited information exists about the management of this condition in nonurban locations. We sought to examine the diagnostic and treatment approaches for acute exacerbation of COPD in 3 rural EDs, and to determine levels of adherence to recommendations from the Canadian Thoracic Society (CTS) clinical practice guideline. METHODS: We conducted retrospective chart reviews to explore the management of patients who presented to 3 rural EDs for acute exacerbation of COPD in 2011. Data are reported as medians and interquartile ranges (IQRs) and proportions. RESULTS: Over a 1-year period, 192 patients presented a total of 266 times with acute exacerbation of COPD. The median age was 68 (IQR 58-77) years, and 54.9% of the patients were women. Diagnostic testing included chest radiography in 65.0%, blood tests in 45.1%, electrocardiography in 33.5%, and arterial blood gas tests in 6.4%; only a few patients received pulmonary function testing. In the ED, 58.7% of patients were given a short-acting β-agonist, 48.9% a short-acting anticholinergic, 27.4% corticosteroids and 19.9% antibiotics. Overall, short-acting β-agonists (63.5%), anticholinergic agents (53.4%), corticosteroids (54.5%) and antibiotics (71.1%) were prescribed more commonly to discharged patients (p < 0.05 for all). CONCLUSION: We found a low to moderate level of adherence to the CTS clinical practice guideline for the management of acute exacerbation of COPD in these rural EDs. Moreover, we identified gaps in both diagnostic and therapeutic 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 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)0.000
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 score0.885
Threshold uncertainty score0.228

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
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 head0.028
GPT teacher head0.293
Teacher spread0.265 · 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

Citations5
Published2015
Admission routes2
Has abstractyes

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