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Severe exertional dyspnoea in COPD: Implications for exercise tolerance and survival

2021· article· en· W3217661499 on OpenAlexaff
J. Alberto Neder, Juan P. de‐Torres, M. A. Martin-Palmero, Danilo Cortozi Berton, P Devin, Matthew D. James, Sandra G. Vincent, Denis E. O’Donnell

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldMedicine
TopicChronic Obstructive Pulmonary Disease (COPD) Research
Canadian institutionsQueen's University
Fundersnot available
KeywordsMedicineCOPDExertional dyspneaCardiologyInternal medicinePhysical therapy

Abstract

fetched live from OpenAlex

Background: Age- and sex-based reference values for dyspnoea (0-10 Borg scale) as a function of ventilation (V’E) have been recently published (Neder et al.; ERJ 2020 1;56(4)). Increased dyspnoea-V’E may signal important lung mechanical abnormalities with potentially deleterious consequences for exercise tolerance and survival in COPD. Methods: 300 patients (172 men) with mild to very severe COPD underwent a cardiopulmonary exercise test (CPET). Dyspnoea scores above the 75th centile at the highest common V’E (25 L/min) indicated “severe” dyspnoea burden. All-cause mortality was assessed up to 20 years after the CPET. Results: 136 patients (45.3%) died: “severe” dyspnoea-V’E25 was found in 169/300 (56.3%). They presented with greater inspiratory constraints due to higher operating lung volumes at low V’E and poorer exercise tolerance compared to their counterparts (P<0.01). Kaplan-Meier analysis showed that, regardless of the GOLD stage, "severely" dyspnoeic patients had poorer survival (Figure). Stepwise Cox regression analysis revealed that “severe” dyspnoea-V’E25 predicted mortality in addition to V’E/CO2 output nadir>34 and peak work rate <45% predicted (P<0.001). Conclusion: Quantifying the intensity of submaximal dyspnoea-V’E during incremental CPET exposes critical mechanical abnormalities secondary to COPD whilst identifying the patients at a higher risk of poor survival across the spectrum of disease severity.

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)0.001
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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.027
GPT teacher head0.322
Teacher spread0.295 · 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

Citations1
Published2021
Admission routes1
Has abstractyes

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