Perioperative Blood Pressure Management for Patients Undergoing Spinal Fusion for Pediatric Spinal Deformity
Bibliographic record
Abstract
Posterior spinal instrumentation and fusion has become the gold standard for definitive management of children and adolescents with spinal deformity. Despite continued innovations designed to improve the safety profile of this complex surgical undertaking, spinal cord injury and resulting loss of neurologic function remain a rare but devastating risk. The increasing power of instrumentation combined with more aggressive correction strategies puts the spinal cord at particular risk due to traction. While the surgeon has the luxury of complex neuromonitoring techniques to alert the team in the presence of a neurologic change during surgery, maintenance of spinal cord perfusion throughout surgery and in the early postoperative period should be considered to avoid spinal cord ischemia as it accommodates to its new position after deformity correction. This manuscript represents recommendations of the POSNA Quality, Value, and Safety spine committee for optimization of blood pressure in the perioperative period.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.005 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".