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History of Asthma in Patients with Chronic Obstructive Pulmonary Disease. A Comparative Study of Economic Burden

2015· article· en· W2176245768 on OpenAlexafffundabout
Mohsen Sadatsafavi, Hamid Tavakoli, Tetyana Kendzerska, Andrea S. Gershon, Teresa To, Shawn D. Aaron, J. Mark FitzGerald

Bibliographic record

VenueAnnals of the American Thoracic Society · 2015
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsOttawa HospitalUniversity of OttawaUniversity of TorontoPublic Health OntarioUniversity of British ColumbiaHospital for Sick ChildrenInstitute for Clinical Evaluative SciencesCentre for Advancing Health Outcomes
FundersCanadian Institutes of Health Research
KeywordsMedicineCOPDAsthmaConfidence intervalMedical prescriptionMedical recordOutpatient clinicPulmonary diseaseEmergency medicineInternal medicineIntensive care medicine

Abstract

fetched live from OpenAlex

RATIONALE: A diagnosis of asthma is considered an independent risk factor for chronic obstructive pulmonary disease (COPD). However, little is known about health service use patterns in patients with COPD who have a history of asthma in comparison with those without such a history, especially regarding comorbid conditions. OBJECTIVES: To estimate the excess costs of COPD in patients with a history of asthma (COPD+asthma) versus those with COPD without such a history (COPD-only); to estimate excess costs attributable to inpatient care, outpatient care, medications, and community care; and to estimate excess costs attributable to comorbid conditions. METHODS: We used vital statistics, inpatient and outpatient encounters, filled prescription records, and community care data of patients in British Columbia, Canada, from 1997 to 2012 to create propensity score-matched COPD+asthma and COPD-only cohorts. We calculated and compared the excess medical costs (in 2012 Canadian dollars [$]) between the two groups on the basis of billing information. Comorbidities were ascertained from the inpatient and outpatient records and were classified on the basis of major categories of the International Classification of Diseases, 10th Revision. MEASUREMENTS AND MAIN RESULTS: The final sample consisted of 22,565 individuals within each group (mean age at baseline, 67.9 yr; 57.0% female; average follow-up, 4.07 yr). Excess costs of COPD+asthma were $540.7 per patient-year (PY) (95% confidence interval [CI], $301.7-$779.8; P < 0.001). Costs of medications ($657.9/PY; P < 0.001) and outpatient services ($127.6/PY; P < 0.001) were higher in COPD+asthma, but costs of hospitalizations were lower (-$271.0/PY; P = 0.002). Community care costs in the two groups were similar (P = 0.257). The excess cost of respiratory-related conditions was $856.2/PY (P < 0.001), with $552.6/PY being due to respiratory-related medications (P < 0.001); costs of all other conditions combined were lower in COPD+asthma, mainly due to lower costs of cardiovascular diseases (-$201.8/PY; P < 0.001). CONCLUSIONS: Patients with COPD with a previous history of asthma consume more health care resources than those with COPD alone, but there are important differences in cost components and costs attributable to comorbid conditions. Further research is required to examine whether the lower costs of cardiovascular disease in these patients is due to lower levels of related risk factors or to intrinsic differences in COPD phenotypes.

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)0.002
metaresearch head score (Gemma)0.005
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 score0.035
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.004
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.075
GPT teacher head0.372
Teacher spread0.297 · 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

Citations20
Published2015
Admission routes3
Has abstractyes

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