Gastrectomy and Esophagogastrectomy for Proximal and Distal Gastric Lesions: A Comparison of Open and Laparoscopic Procedures
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
Laparoscopic gastrectomy is safe for benign lesions; however, such surgery for cancer remains controversial. The aim of this study is to compare outcomes in open versus laparoscopic gastrectomy. Data on patients undergoing open (n = 15) or laparoscopic (n = 52) gastrectomy revealed a mean age of 61.7 and 70.5 years, respectively (P = .06). Mean operative time was 32.3 minutes longer in the laparoscopic group (P = .24). The difference in median length of hospital stay was 3 days (open 12 days, laparoscopic 9 days). Postoperative morbidity (< 30 days) was not different; however, there were more early respiratory complications in the open group (P = .009). There were 4/6 (66.7%) open and 2/29 (6.9%) cancer recurrences. Laparoscopic approach for treatment of gastric lesions is safe and does not have a deleterious effect on cancer-related outcome.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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