Laparoscopic gastric surgery in an enhanced recovery programme
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
BACKGROUND: Laparoscopy is associated with less pain and organ dysfunction than open surgery. Improved perioperative care (enhanced recovery programmes, fast-track methodology) has also led to reduced morbidity and a shorter hospital stay. The effects of a combination of laparoscopic resection and accelerated recovery have not been examined previously in the context of gastric surgery. METHODS: This was a prospective study of 32 consecutive patients undergoing laparoscopic gastric resection combined with an enhanced recovery protocol (early oral intake, no drains or nasogastric tubes, no epidural analgesia, use of a urinary catheter for less than 24 h and planned discharge 72 h after surgery). Outcomes included length of hospital stay, intraoperative and postoperative complications, readmission rate and 30-day mortality. RESULTS: Operative procedures were elective distal or subtotal gastrectomy (22 patients) and total gastrectomy (10). Median length of hospital stay was 4 (range 2-30) days. There were two major complications: postoperative bleeding requiring reoperation and pulmonary embolism. Two patients required readmission, one for a wound abscess and one for treatment of a urinary tract infection. There were no deaths within 30 days. CONCLUSION: Minimally invasive gastrectomy with enhanced postoperative recovery results in a short hospital stay and low morbidity rate.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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