Cardiac Surgery at the Time of Simultaneous Liver-Kidney Transplantation
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Cardiac valve disease is often a contraindication to liver or simultaneous liver-kidney transplantation. The risk of heart surgery in these patients is extremely high, yet uncorrected valve disease jeopardizes transplantation outcomes. Two cases of combined aortic valve replacement at the time of simultaneous liver-kidney transplantation, with 2-month and 3-year postoperative follow-ups, are discussed. Both patients survived surgery and were discharged with good allograft and heart function. At last follow-up, neither experienced graft failure or valve dysfunction, although one patient did develop type 1B rejection of his kidney allograft. In appropriate cases, surgical correction of structural heart disease can be performed at the time of complex abdominal organ transplantation, accomplishing both otherwise contraindicated procedures. J Curr Surg. 2016;6(1):37-40 doi: http://dx.doi.org/10.14740/jcs300w
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| 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 it