Expanding the indications for laparoscopic radical nephrectomy
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
PURPOSE OF REVIEW: Laparoscopic radical nephrectomy is an established treatment for patients with clinical T1 renal cell carcinoma who are unsuitable for nephron-sparing surgery. In this review we summarize the expanding indications for laparoscopic nephrectomy, including large tumors, locally advanced disease, venous thrombi and cytoreductive surgery. RECENT FINDINGS: Laparoscopic nephrectomy remains the foremost conventional laparoscopic procedure in urologic surgery. Multiple studies have demonstrated the feasibility of laparoscopic radical nephrectomy for stage T2 tumors, showing less morbidity and earlier return to activity compared to the open approach. Confirmation of durable oncologic control requires randomized prospective trials with longer follow-up. With growing experience, laparoscopic surgery has been extended to patients with renal cell carcinoma associated with limited local invasion and lymph node metastases. Experimental studies demonstrate the technical feasibility of laparoscopic radical nephrectomy in the presence of renal vein and inferior vena cava thrombi. In well-selected patients with metastatic renal cell carcinoma, laparoscopic cytoreductive nephrectomy can be performed safely, with less morbidity than open nephrectomy. SUMMARY: Minimally invasive surgery results in significantly less postoperative morbidity than does open surgery. The intermediate oncologic outcomes of laparoscopic radical nephrectomy for advanced renal cell carcinoma are comparable to those historically achieved with open radical nephrectomy. Longer follow-up is needed to confirm survival equivalence.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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