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Late Breaking Abstract - An investigation of partitioned aerobic training, 1-legged cycling, on exercise endurance in patients with Idiopathic Pulmonary Fibrosis (IPF): a randomized controlled trial

2025· article· W4416634112 on OpenAlexaff
Rachael A Evans, Shane Shapera, Shahram Kharabian Masouleh, Cindy Ellerton, Diana Drazic, Ana Oliveira, Mohamed Khalil, Robert Varadi, Roger Goldstein

Bibliographic record

Venuenot available
Typearticle
Language
FieldMedicine
TopicInterstitial Lung Diseases and Idiopathic Pulmonary Fibrosis
Canadian institutionsToronto General HospitalWest Park Healthcare Centre
Fundersnot available
KeywordsEndurance trainingIdiopathic pulmonary fibrosisAerobic exerciseRandomized controlled trialPulmonary rehabilitationExercise intoleranceCyclingTime trial

Abstract

fetched live from OpenAlex

Introduction: Dyspnea due to ventilatory constraints limits effective aerobic exercise training for many patients with IPF. Ventilation per muscle load is less with 1-legged cycling (Dolmage, T.E. et al. 2020). We aimed to determine if 1-legged training (1L-TR) improves endurance more than 2-legged training (2L-TR) in patients with stable IPF enrolled in Pulmonary Rehabilitation (PR). Methods: Subjects completed conventional constant power endurance tests to intolerance (tlimit) before, midway and after being randomized to 1- or 2-legged aerobic training on a stationary cycle. Training sessions were 30 min, 3 days/wk for 6-8 wk; intensity and its progression was guided by tolerance. 1L-TR subjects switched legs mid training session. A priori sample size calculation required 20 subjects per group. Results: 40 subjects with IPF (mean±SD: FVC=62±16 %pred; GAP index=4±1; 37 on pirfenidone or nintedanib) completed the study. Both groups increased tlimit accompanied by a slower progression of heart rate. The tlimit (Figure 1) of 1L-TR was significantly greater (10.5 [3.4 to 17.6] min) than 2L-TR. erj;66/suppl_69/OA6530/F1 F1 F1 Conclusion: Partitioning training to a smaller muscle mass (1-leg) as part of PR improved endurance more than two-legged cycle training in patients with stable IPF. 1-legged cycling during PR is an option for patients with moderate-to-severe IPF.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0040.002
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.000
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0120.001

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 head0.011
GPT teacher head0.250
Teacher spread0.239 · 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 designRandomized trial
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

Citations0
Published2025
Admission routes1
Has abstractyes

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