Cook Children's Medical Center Makes Surgical History: The Role of Anesthesia in Separating Conjoined Twins
Bibliographic record
Abstract
Children's Medical Center in Fort Worth, Texas, performed groundbreaking surgery for the first time in the hospital's 105-year history.With a team comprising 25 medical professionals, including three anesthesiologists, four pediatric surgeons, two plastic surgeons, and 18 other clinical professionals, conjoined twins JamieLynn and AmieLynn were successfully separated after 11 hours of surgery.Anesthesiologist Chandra Reynolds, MD, Medical Director of Perioperative Services at Cook Children's Medical Center, shared in an interview the extensive planning and challenges faced for this rare surgical event. Pregnancy complicationsJames Finley and Amanda Archiniega, from Saginaw, Texas, were thrilled to learn they were pregnant, after desiring to add one more child to their family of five.The couple was surprised to discover Amanda was carrying twins, however, dur-
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".