Jorge Luis Torres Cavazos

Radiation Oncology Resident · Clinician Scientist · Building software tools for clinical practice.

Based in Nürnberg & Fürth, Germany

About

I am a radiation oncology resident at Nordstrahl MVZ GmbH with a strong background in palliative care — including three years in the BMBF-funded SedPall project at University Hospital Erlangen.

Outside the clinic, I develop software. Using R, Next.js, and AWS, I build tools that reduce cognitive load at the point of care and streamline hospital workflows.

Current Focus

My current work spans three fronts: completing my Radiation Oncology residency at Nordstrahl MVZ GmbH, and finalizing a quantitative publication from the SedPall project.

On the software side, I am developing two clinical tools — ClinicalHub, a web application for role-based data management, and AppHNO v2, an AI-driven lymph node visualization module for head & neck oncology.

Projects

LiveLIVEFULL-STACKAWS
ClinicalHub
Production palliative care platform built solo on Next.js and AWS Amplify. Features role-based access control via Amazon Verified Permissions (Cedar policies), Cognito ABAC, and AppSync. Hosted in AWS eu-central-1.
Next.jsTypeScriptAWS AmplifyCognitoCedar/AVPCDK
LiveCLINICAL TOOLR SHINY
AppHNO v1
Clinical decision-support tool for head & neck radiotherapy target volume planning. Input: tumor site, N-stage, treatment concept. Output: ipsilateral and contralateral elective levels + ICD-10 codes. Used in daily clinical practice.
RShinyClinical DSSH&N Oncology
Coming SoonNLPLLM
AppHNO v2
Paste a CT, MRI, or panendoscopy report. The system extracts tumor site, T/N-stage, and generates elective level recommendations with clinical rationale — replacing manual form selection with conversational clinical NLP.
LLMNLPClinical ReportsRadiation Oncology
CLINICAL REFERENCEPROTECTED
Supportive Therapie
Structured clinical reference for radiation-induced toxicity management. Covers pain, diarrhea, radiation dermatitis, oral mucositis, and more — evidence-graded with S3-Leitlinie and Cochrane citations.
Supportive TherapyToxicity ManagementRadiation Oncology
CLINICAL EDUCATIONPROTECTED
MTRA Teaching
Mammakarzinom teaching module built in Quarto + RevealJS. Covers epidemiology, staging, histology, and treatment — structured for MTRA education.
QuartoRevealJSOncology Education