Low Preoperative Serum Albumin Levels Are Associated With Impaired Outcome After Cytoreductive Surgery and Perioperative Intraperitoneal Chemotherapy for Peritoneal Surface Malignancies
Bibliographic record
Abstract
Preoperative hypoalbuminemia is known to be associated with postoperative morbidity and mortality, as well as with poor survival after gastrointestinal cancer surgery. However, limited data exist regarding the prognostic significance of hypoalbuminemia in patients with peritoneal metastases undergoing cytoreductive surgery, combined with perioperative intraperitoneal chemotherapy. We performed a systematic literature review of the previously published studies addressing the potential association between preoperative albumin levels and overall surgical outcomes after the performance of cytoreductive surgery and perioperative intraperitoneal chemotherapy for peritoneal surface malignancies. Our research yielded a total of nine retrospective studies which met our inclusion criteria, and despite their heterogeneity; and we can conclude that preoperatively low albumin levels are associated with greater likelihood of overall and major morbidity, as well as less favorable oncological outcome after the performance of cytoreductive surgery and perioperative intraperitoneal chemotherapy.
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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 | 0.009 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.011 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.004 |
| 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".