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I'm a Radiation Oncologist. A physician automating medicine.
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I'm a Radiation Oncologist. A physician automating medicine.

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drhenriquebraga/README.md

“The first cancer cure delivered through a fully AI-automated journey will come from radiotherapy.” Henrique Braga. Building the future of autonomous healthcare. Radioterapia.AI, radiation oncology, Rio de Janeiro. FMUSP, HC-FMUSP, automating since 2014.

I'm Henrique Faria Braga, a radiation oncologist in Rio de Janeiro. Since 2014 I have been building automation for the operational and managerial work of radiation therapy: medical records, billing, time-out, positioning photos, protocols, transcription, contouring. It is the repetitive work that eats up a department's week, and here you will find the automations that get it done even faster.

My work is building the bridge between the technology that already exists and the everyday user, with friendly interfaces that are easy to use. Under the hood run open-source models and weights; on the surface, a screen that anyone in the department can use.

These projects were born inside the clinic, long before any website. Now I am polishing them to share through radioterapia.ai, a hub where builders list their projects and share what they have learned, and I am putting mine up first to give it a jump start. Join the builders.

What I build

The ecosystem in four layers. Web, AI-first at radioterapia.ai, in any browser: skills, agents, tools, and the webapps ScoreHub RT, DoseMaster AI-Quiz, DeFace RT and MiyAgi Diagram Master. Local, on the clinic's own workstation, where the data stays in the clinic: the Local Suite with ContourLab, 3D Printed Bolus, 3D Reconstructions, Nidus RT, DicomBridge and Elastic RT, and, standalone, Scan-to-Text, Workstation Kit, Portal Prescrição Eletrônica and Portal Ficha Técnica. Android, tablets inside the room, with OCR on the device: PhotoID RT. Hugging Face, where the engines live, open source: engines and dependencies called through the Hugging Face API, and the spaces POP de Elite and Fábrica de Slides. Browser, workstation or tablet: automate your workflow wherever it happens.

Web · AI-first, at radioterapia.ai

  • Skills that automate medical records, consent forms and insurance justifications, and a dedicated module of skills for patient interactions.
  • Agents that simulate medical interactions: peer review and tumor boards.
  • Dose-constraint selection for treatment planning.
  • A pricing agent with radiotherapy market benchmarks.
  • Transcription engines that turn consultation audio into medical text.
  • Realistic image generation from curated prompts.
  • Slides with a human touch: presentations without an AI look, from LLM content rendered to .pptx with Python (Fábrica de Slides).

Webapps that talk to an LLM:

Webapp What it does
ScoreHub RT Dozens of clinical scores and classifications, with a chat to discuss the case with a specialist identity, through the API of a reasoning LLM.
DoseMaster AI-Quiz Questions and answers built on pedagogy and medical education in radiotherapy, for physicians, physicists, radiation therapists and dosimetrists, with a specialist-teacher identity through the API.
DeFace RT DICOM anonymization of the header and of the anatomical face, so that a 3D reconstruction cannot be used for facial recognition. Four different algorithms.
MiyAgi Diagram Master Flowchart automation. Under construction.

Local · on the clinic's own workstation

The Local Suite, for Windows:

App What it does
ContourLab Anatomical segmentation and auto-contouring, for education, built on open-source weights and models.
3D Printed Bolus Bolus for 3D printing, exported as STL.
3D Reconstructions Anatomy in 3D, in the browser, for study.
Nidus RT Simulates the reconstruction of arteriovenous malformations from CT angiography and MR angiography.
DicomBridge Prepares and decompresses DICOM images for import into treatment planning systems.
Elastic RT Shows deformable (elastic) image registration algorithms at work.

And outside the suite:

Project What it does
Scan-to-Text Turns scanned PDFs into text with OCR and Docling, ready for the physician to use in the consultation.
Workstation Kit Diagnoses, cleans and optimises the open Windows session. One PowerShell file, no installer, no administrator.
Portal Prescrição Eletrônica My first project: VBA automation of medical records and billing, built in 2014 for Hospital Heliópolis, in São Paulo, and in use to this day.
Portal Ficha Técnica VBA automation that fills in the technical sheets for radiotherapy treatment.

Android

App What it does
PhotoID RT Positioning photo documentation and the Time-Out sheet, on tablets inside the simulation room and at the machine. ID labels are read on the device. Latest APK.

Hugging Face · where the engines live

Hugging Face hosts our engines and their dependencies. The web apps call them through the Hugging Face API, and they are open source too, all published at huggingface.co/Radioterapia-AI, among them POP de Elite and Fábrica de Slides.

How we build

How we build, in six rules. Measure before claiming: a verified number beats a comfortable estimate. Review every automatic output: it stays a draft until a physician approves it. Protect personal data and protected content: neither circulates, whatever the intent. Show the error: a backstage with its failures beats a flawless showcase. Teach instead of delivering: whoever learns comes back as a peer. Serve someone's work before any audience: if it helps no one, it is not published.

Curriculum

MedicineFaculdade de Medicina da Universidade de São Paulo (FMUSP)
ResidenciesInternal Medicine and Radiation Oncology, Hospital das Clínicas da FMUSP
Board certificationRadiation Oncology, Sociedade Brasileira de Radioterapia
Training abroadThe Johns Hopkins Hospital, Baltimore
TodayHead of the Radiation Therapy team at Rede Américas · Medical Coordinator of Oncology at Centro Médico Samaritano Barra da Tijuca, Rio de Janeiro
BuildingAutomating radiation therapy since 2014: from Portal Prescrição Eletrônica, at Hospital Heliópolis, to every project on this page
StackPython · Kotlin (Android) · PowerShell · VBA · JavaScript · DICOM-RT · Varian Eclipse and ARIA
RegistrationsCREMESP 129263 · CREMERJ 52-111804-8 · RQE-SP 54873 · RQE-RJ 331440 · CNEN CB-8319

Get to know my work

Sitesradioterapia.ai, the hub of the AI projects · drhenriquebraga.com.br
Instagram@radioterapiabr · @radioterapia.ai · @podirradiar
X@radioterapiabr
YouTube@podirradiar: full episodes of the AI-generated podcast, built in NotebookLM from prompts curated by Dr. Henrique Braga
LinkedInHenrique Braga
Hugging FaceRadioterapia-AI, the engines, open source
Em português

“A primeira cura de câncer numa jornada totalmente automatizada por IA virá da radioterapia.”

Sou Henrique Faria Braga, radioterapeuta no Rio de Janeiro. Desde 2014 construo automação para o trabalho operacional e gerencial da radioterapia: prontuário, faturamento, time-out, fotos de posicionamento, protocolos, transcrição, contorno. É o trabalho repetitivo que consome a semana de um serviço, e agora tem aqui automações para executá-lo ainda mais rápido!

Meu trabalho é fazer a ponte entre as tecnologias disponíveis e o usuário comum, com interfaces amigáveis e de fácil interação. Por baixo, modelos e pesos de código aberto; na frente, uma tela que qualquer pessoa do serviço consegue usar.

Os projetos nasceram dentro da clínica, antes de qualquer site. Agora estão sendo aprimorados para serem divulgados pelo radioterapia.ai, o hub de compartilhamento de experiências que lista projetos de construtores, e estou subindo os meus primeiro, para dar o impulso inicial. Junte-se aos construtores.

  • Web, AI-first, no radioterapia.ai: skills para prontuário, termos de consentimento, justificativas para convênios e interações com pacientes; agentes que simulam peer review e tumor boards; seleção de constraints para planejamento; agente de precificação com benchmarks de mercado; motores de transcrição de consultas em texto médico; geração de imagens realistas com prompt curado; slides com toque humano. E os webapps ScoreHub RT, DoseMaster AI-Quiz, DeFace RT e MiyAgi Diagram Master.
  • Local Suite, para Windows: ContourLab, 3D Printed Bolus, Reconstruções 3D, Nidus RT, DicomBridge e Elastic RT. Fora dela: Scan-to-Text, Workstation Kit, Portal Prescrição Eletrônica (meu primeiro projeto, de 2014, no Hospital Heliópolis, em uso até hoje) e Portal Ficha Técnica.
  • Android: PhotoID RT.
  • Hugging Face: hospeda nossos motores e dependências, chamados pela API do HF e de código aberto, em huggingface.co/Radioterapia-AI.

Formação. Medicina na FMUSP; residências em Clínica Médica e Radioterapia no Hospital das Clínicas da FMUSP; título de especialista em Radioterapia pela Sociedade Brasileira de Radioterapia; estágio no The Johns Hopkins Hospital, em Baltimore.

Hoje. Chefe da equipe de Radioterapia da Rede Américas e Coordenador Médico de Oncologia do Centro Médico Samaritano Barra da Tijuca, no Rio de Janeiro.

CREMESP 129263 · CREMERJ 52-111804-8 · RQE-SP 54873 · RQE-RJ 331440 · CNEN CB-8319


radioterapia.ai · Inteligência além das fronteiras da saúde
Teaching and research tools, not medical devices: nothing here is validated for clinical use, and every automatic output is a draft for professional review.
Ferramentas de ensino e pesquisa, não dispositivos médicos: nada aqui é validado para uso clínico, e toda saída automática é rascunho para revisão profissional.

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