Adult congenital heart disease and anesthesia: An educational review
Bibliographic record
Abstract
Prognosis has dramatically improved among children with congenital heart disease (CHD), and the median survival for severe CHD is currently 25 years (ie, into adulthood). However, additional cardiac surgeries are often necessary in adults with CHD, whose unique cardiovascular anatomy and physiology necessitate specialized management by experts in adult CHD (ACHD) during the perioperative period. ACHD is characterized by a combination of congenital cardiac lesions, intervention-related anomalies that have developed over time, comorbidities caused by long-standing CHD, and comorbidities related to various syndromes and lifestyle factors. The present educational review discusses the transition from pediatric to adult cardiac care, comorbidities that develop as a result of ACHD, the assessments necessary for patients with ACHD prior to both cardiac and noncardiac surgeries, and the key ACHD lesions relevant to perioperative management.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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".