New surgical approaches for clinically high-risk or metastatic prostate cancer
Bibliographic record
Abstract
INTRODUCTION: A considerable number of individuals with prostate cancer (PCa) still harbor locally-advanced and metastatic disease. Although such men were initially not considered eligible for local treatment, the role of radical prostatectomy (RP) has been recently reassessed. Areas covered: This review analyses currently published evidences regarding new surgical approaches for clinically high-risk PCa individuals, as well as the role of cytoreductive surgery in the metastatic setting. The role of robot-assisted radical prostatectomy (RARP) and extended pelvic lymph node dissection will be evaluated with regards to perioperative, oncologic, as well as functional outcomes. Expert commentary: RARP is a feasible approach in PCa patients regardless of the presence of high-risk disease features and can achieve optimal short-term oncologic outcomes and acceptable short/intermediate-term functional outcomes, that are comparable to those reported for open RP. Extended pelvic lymph node dissection can be performed in this setting and should be recommended for all high-risk PCa patients. The overall rate of complications in contemporary men treated with RARP for high-risk disease is not negligible. Cytoreduction in the oligo-metastatic setting is feasible and relatively safe, although evidence is scarce to recommend its widespread adoption. In consequence, longer follow-up data and, ideally, randomized controlled trials are needed.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.008 | 0.002 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".