The Association Between Cyanosis and Thromboelastometry (ROTEM) in Children With Congenital Heart Defects: A Retrospective Cohort Study
Bibliographic record
Abstract
BACKGROUND: Children with congenital heart defects (CHD) have quantitative and qualitative differences in coagulation compared with healthy children. Secondary to polycythemia and increased deformability of red blood cells, cyanosis may be an important confounding factor for altered whole-blood coagulation in this population with potential implications for interpreting intraoperative thromboelastometry (TEM) for children with CHD undergoing major surgery. The primary aim of the study was to evaluate the association between cyanosis in children with CHD and measures of whole-blood coagulation determined using TEM (ROTEM [Tem International, GmbH, Munich, Germany]). METHODS: In this retrospective cohort study, children who underwent congenital cardiac surgery in a 12-month period between April 2014 and 2015 were investigated. Children who were receiving antiplatelet or anticoagulant medications in the preoperative period were excluded. Eligible children were categorized by the presence of cyanosis, defined as an oxyhemoglobin concentration ≤85%. Multivariable linear regression analyses were used to determine the relationship between cyanosis and TEM outcomes (primary outcome, fibrinogen/fibrin polymerization [FibTEM] maximal clot firmness [MCF]) adjusting for potential confounding factors. RESULTS: Three hundred forty-five TEM profiles from 320 children were included in the cohort for analysis. Twenty-two percent (76/345) of children had cyanotic CHD. Clot firmness measured using the FibTEM assay was decreased in cyanotic children compared with noncyanotic children, median difference (95% confidence interval) interim [2 (0-3) mm; P = .01], and maximal [2 (1-3) mm; P = .01] clot firmness. The association between cyanosis and fibrinogen/fibrin polymerization clot firmness was not significant (A10, P = .7; MCF, P = .7) after adjusting for confounding factors (hematocrit, platelet count, and sex). There was a significant association between cyanosis and intrinsically activated clot firmness (A10, P = .03; MCF, P = .02), but not other TEM outcomes, after adjusting for confounding factors. CONCLUSIONS: Cyanotic children had decreased clot firmness in the fibrinogen/fibrin polymerization component of the clot compared with noncyanotic children, but the association between cyanosis and clot firmness was accounted for by differences in hematocrit, platelet count, and sex between groups. These findings will help guide the identification and treatment of coagulopathy in this vulnerable population.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 source (direct Gemma or distilled Codex), 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".