| AI Medical Assistant |
Educational platform (AI tutor, cases, exams, progress) plus clinical analytics |
| Tutor |
AI chat for clinical questions grounded in a knowledge base |
| RAG |
Retrieval-Augmented Generation — Chroma/external KB retrieval + answer generation |
| Cases |
Interactive clinical scenarios (ClinicalCase) |
| Exam |
Quizzes and tests (Test) for knowledge checks |
| Progress |
Learning result records per module (Progress) |
| Tenant |
Clinic/organization in multi-tenant system |
| Subdomain |
Unique clinic identifier at login |
| RBAC |
Role-Based Access Control |
| JWT |
JSON Web Token — API authorization token |
| Celery |
Background task queue (parsing, DICOM, predictions) |
| Redis |
In-memory store — Celery broker and cache |
| Chroma |
Vector store for RAG |
| age |
Modern file encryption (PGP alternative) |
| DICOM |
Digital Imaging and Communications in Medicine — medical imaging standard |
| Modality |
DICOM study type: CT, MR, US, XR… |
| Study / Series / Frame |
DICOM hierarchy: study → series → frame |
| ProxyAPI |
Proxy to OpenAI API (Russia) |
| GPT |
Generative Pre-trained Transformer — language model |
| Readmission |
Repeat hospitalization |
| Complication risk |
Risk of complications |
| Parsed data |
Diagnoses and medications extracted from documents |
| Webhook |
HTTP callback on system events |
| WebSocket |
Bidirectional channel for real-time notifications |
| Freemium / Pro / Enterprise |
Subscription plans |
| Self-healing |
Auto-recovery on Redis/Celery failures |
| Audit log |
Log of user actions |
| Anonymization |
De-identification of PII for researcher role |
| OpenAPI |
REST API specification (Swagger) |
| MkDocs |
Static documentation site generator |
| VPS |
Virtual Private Server |
| CI/CD |
Continuous Integration / Deployment |
| OTEL |
OpenTelemetry — distributed tracing |
| FHIR |
Fast Healthcare Interoperability Resources (exchange standard) |
| ICD-10 |
International Classification of Diseases |
| W/L (Window/Level) |
Brightness and contrast of DICOM images |
| SPA |
Single Page Application |
| ORM |
Object-Relational Mapping (SQLAlchemy) |