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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 OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

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.

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.046
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.001
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