Is Cyanosis Exposure Associated with Exercise Capacity or Daily Physical Activity in Children with Complex Congenital Heart Disease: A Cross-Sectional Study
Bibliographic record
Abstract
Background/Objectives: Children with complex congenital heart disease (CHD) often exhibit lower levels of physical activity, but whether chronic cyanosis exposure is associated with activity participation is unclear. This cross-sectional study investigated whether the duration of cyanosis prior to surgical correction was associated with submaximal or maximal exercise tolerance or daily habitual physical activity. Methods: Thirty-six children (10–17 years) with transposition of the great arteries (TGA), tetralogy of Fallot (TOF), or Fontan physiology were tested with cardiopulmonary exercise testing (Bruce treadmill protocol) and 7 days of accelerometry. Cyanosis duration from birth to surgery was calculated. Results: Only 17% of participants were meeting daily physical activity recommendations. Age and exercise time were the strongest predictors of activity behavior. Children with <2 months of cyanosis had peak VO2 comparable with normative data (105% predicted), while those with longer durations of exposure had reduced submaximal and peak capacity (p < 0.001). The direct effect of days exposed to cyanosis on daily physical activity was not statistically significant (p = 0.55) but the indirect effect via submaximal energy consumption was statistically significant (p = 0.05), suggesting that a longer duration of cyanosis exposure negatively impacted physical activity through its detrimental effect on submaximal exercise capacity. Conclusions: These findings suggest that children with prolonged cyanosis exposure are at higher risk for reduced submaximal exercise capacity, which has a negative impact on daily physical activity participation. Age and exercise test duration can accurately estimate daily physical activity behaviors. Interventions to support these patients require investigation due to their increased risk for morbidities associated with inactive lifestyles.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".