Negative Arterial to End-Tidal Carbon Dioxide Gradient: An Additional Sign of Malignant Hyperthermia During Desflurane Anesthesia
Bibliographic record
Abstract
In Brief Widespread use of desflurane anesthesia has changed the clinical presentation of malignant hyperthermia (MH). Delayed onset of MH symptoms has been reported previously. A negative gradient between arterial to end-tidal CO2 ([a-ET]Pco2) was observed during anesthesia in pregnant patients and infants and has been associated with increased CO2 production, increased cardiac output, reduced functional residual capacity, and low lung compliance. The same conditions exist in cases of MH crisis. We describe an unusual case of MH in which a negative value of (a-ET) Pco2 gradient has been used as diagnostic and monitoring tool. IMPLICATIONS: Desflurane anesthesia often results in delayed onset of malignant hypothermia (MH) symptoms. We describe an unusual case of MH in which a negative value of (a-ET) Pco 2 gradient has been used as a diagnostic and monitoring tool.
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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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| 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".