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Record W4223579340 · doi:10.15326/jcopdf.2021.0280

Short-Term Impact of the Frequency of COPD Exacerbations on Quality of Life

2022· article· en· W4223579340 on OpenAlexfundno aff
Erin Camac, Natalie A. Stumpf, Helen K. Voelker, Gerard J. Criner

Bibliographic record

VenueChronic Obstructive Pulmonary Diseases Journal of the COPD Foundation · 2022
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsnot available
FundersNational Heart, Lung, and Blood InstituteCanadian Institutes of Health ResearchNational Institutes of Health
KeywordsMedicineCOPDSpirometryQuality of life (healthcare)Randomized controlled trialAzithromycinPulmonary diseasePhysical therapyInternal medicineAntibiotics

Abstract

fetched live from OpenAlex

Background: Chronic obstructive pulmonary disease (COPD) patients in the Simvastatin for the Prevention of Exacerbations in Moderate-to-Severe COPD (STATCOPE) and Azithromycin for Prevention of Exacerbations of COPD (MACRO) trials provide an opportunity to prospectively study the short-term effect of acute exacerbations of COPD (AECOPDs). Research Question: We hypothesized that those patients with frequent exacerbations (≥2 AECOPDs per patient year) would experience greater short-term decline in quality of life as measured by the St George's Respiratory Questionnaire (SGRQ). Study Design and Methods: A total of 1934 COPD patients were randomized in STATCOPE or MACRO. Patients who were randomized to azithromycin in MACRO or were followed less than 180 days were excluded. A total of 1219 patients were included. Patients were divided into 2 groups: infrequent exacerbators (< 2 exacerbations per patient year), and frequent exacerbators (≥2 exacerbations per year.) Data were collected at baseline, measured over time, and compared between groups. Results: Of the patients studied, 871 were in the infrequent exacerbators group. A total of 348 were in the frequent exacerbators group. Frequent exacerbators used more respiratory medications, were more likely to have used oxygen, steroids, or antibiotics in the 12 months preceding study entry, had more obstruction on spirometry, and had more severe symptoms as measured by SGRQ at baseline. Over at least 180 days, symptom scores worsened in frequent exacerbators and improved in infrequent exacerbators. Interpretation: Patients with frequent exacerbations of COPD experienced a short-term slight worsening of severely impaired SGRQ symptoms scores, while patients with infrequent exacerbations experienced improvement while on COPD therapies.

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)0.003
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 score0.003
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.033
GPT teacher head0.336
Teacher spread0.303 · 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
Published2022
Admission routes1
Has abstractyes

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