막시밀리안 헤르베르트 드레슬러
State Examination in Medicine (Completed December 2025) · Dr. med. Candidate
German physician-scientist with surgical AI research experience: co-first author with Prof. Hyuk-Joon Lee (Seoul National University Hospital) and principal research coordinator for 80-patient RCT. Research focus: validation methodology for surgical AI, emphasizing calibrated decision support and outcome-level evidence in KLASS-standardized gastrectomy.
Dressler MH*, Choi JH*, Park K, Kong SH, Park DJ, Lee HJ. Bariatric Surgery in Patients With Prader-Willi Syndrome. J Metab Bariatr Surg. 2025;14(2):85-96. doi:10.17476/jmbs.2025.14.2.85 — *Co-first authorship
Dressler MH, Ghezel-Ahmadi D, Beck G. Enhanced Non-invasive Monitoring for Individualized Anesthesia in Robot-Assisted Nephrectomy: Results from the ENiMoN-RALN Trial. In preparation.
| Project | Description | Methods |
|---|---|---|
| Surgical AI Calibration Benchmark | Validation framework for surgical AI calibration benchmarking | Brier score, ECE, Platt/isotonic scaling |
| Gastric Cancer Staging Analysis | TCGA STAD cohort (n=421) survival analysis validating AJCC staging gradients | Kaplan-Meier, Cox PH |
| Surgical Video Segmentation | Surgical-video segmentation: CholecSeg8k CV plus SISVSE transfer evidence (fine-tuned macro IoU 0.491 on 480 public robotic-gastrectomy frames) | PyTorch, DeepLabV3-ResNet50 |
| Gastric Cancer Cox Nomogram | Implementation of published Cox survival nomograms with sensitivity analysis | Python, scikit-learn |