The impact of resident involvement in minimally-invasive urologic oncology procedures
Bibliographic record
Abstract
INTRODUCTION: Robotic and laparoscopic surgical training is an integral part of resident education in urology, yet the effect of resident involvement on outcomes of minimally-invasive urologic procedures remains largely unknown. We assess the impact of resident participation on surgical outcomes using a large multi-institutional prospective database. METHODS: Relying on the American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) Participant User Files (2005-2011), we abstracted the 3 most frequently performed minimally-invasive urologic oncology procedures. These included radical prostatectomy, radical nephrectomy and partial nephrectomy. Multivariable logistic regression models were constructed to assess the impact of trainee involvement (PGY 1-2: junior, PGY 3-4: senior, PGY ≥5: chief) versus attending-only on operative time, length-of-stay, 30-day complication, reoperation and readmission rates. RESULTS: A total of 5459 minimally-invasive radical prostatectomies, 1740 minimally-invasive radical nephrectomies and 786 minimally-invasive partial nephrectomies were performed during the study period, for which data on resident surgeon involvement was available. In multivariable analyses, resident involvement was not associated with increased odds of overall complications, reoperation, or readmission rates for minimally-invasive prostatectomy, radical and partial nephrectomy. However, operative time was prolonged when residents were involved irrespective of the type of procedure. Length-of-stay was decreased with senior resident involvement in minimally-invasive partial nephrectomies (odds ratio [OR] 0.49, p = 0.04) and prostatectomies (OR 0.68, p = 0.01). The major limitations of this study include its retrospective observational design, inability to adjust for the case complexity and surgeon/hospital characteristics, and the lack of information regarding the minimally-invasive approach utilized (whether robotic or laparoscopic). CONCLUSIONS: Resident involvement is associated with increased operative time in minimally-invasive urologic oncology procedures. However, it does not adversely affect the complication, reoperation or readmission rates, as well as length-of-stay.
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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 | 0.002 | 0.006 |
| 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 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".