Minimally Invasive Compared With Open Surgery in High-Risk Endometrial Cancer
Bibliographic record
Abstract
OBJECTIVE: To compare outcomes between minimally invasive surgery and open surgery in patients with high-risk endometrial cancer. DATA SOURCES: A cohort study of all patients who underwent surgery for high-risk endometrial cancer between 1999 and 2016 at Mayo Clinic (Rochester, Minnesota) and a literature search of MEDLINE, EMBASE, ClinicalTrials.gov, Cochrane Central Register of Controlled Trials, and Scopus of all published studies until December 2020. METHODS OF STUDY SELECTION: The systematic review identified 2,332 patients (14 studies, all retrospective except a subanalysis of a randomized comparison) and the cohort study identified 542 additional patients. Articles were included if reporting original data on overall survival and disease-free survival among patients with high-risk endometrial cancer, defined as International Federation of Gynecology and Obstetrics grade 3 endometrioid, serous, clear cell, mixed histology, or uterine carcinosarcoma. Studies that did not report at least one of the main outcomes, those in which one surgical technique (robotic or laparoscopic surgery) was missing in the comparison analysis with open surgery, and case reports were excluded. Additional data were extracted from a retrospective cohort of patients from Mayo. A random-effect model was used for meta-analysis. TABULATION, INTEGRATION, AND RESULTS: This systematic review and meta-analysis was registered in PROSPERO. Literature search and data extraction were performed independently by two reviewers, as well as quality assessment using GRADE (Grading of Recommendations Assessment, Development and Evaluation) methodology, and the Newcastle-Ottawa Scale. PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines were followed. Meta-analysis showed that disease-free survival and overall survival in patients with high-risk endometrial cancer who underwent minimally invasive surgery were not statistically different from those of patients who underwent open abdominal surgery (relative risk [RR] 0.93, 95% CI 0.82-1.05, I2 20%, P=.23; and RR 0.92, 95% CI 0.77-1.11, I2 31%, P=.12, respectively). Subgroup analysis by stage (early vs advanced) did not identify a difference between surgical approaches. CONCLUSION: Minimally invasive surgery and open surgery had similar disease-free survival and overall survival in patients with high-risk endometrial cancer. SYSTEMATIC REVIEW REGISTRATION: PROSPERO, CRD42021275535.
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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 | 0.010 | 0.037 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.011 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".