MedicalSoftwareAI: FDA PCCP 演进规范、自动化临床再回归测试与 ISO 14971 闭环风控

MedicalSoftwareAI 提供严格遵循 ISO 13485 质量管理体系的医疗机器学习框架、多模态医学影像 Vision Transformer (ViT) 大模型以及面向美国 FDA 510(k)、De Novo 及 PMA 创新审批的自动化法规申报卷宗编译管道。

MedicalSoftwareAI Clinical Diagnostics & Regulatory Clearance Pipeline

DICOM image ingest, vision transformer inference, and automated 510(k) evidence compilation

Central System: Clinical Vision Kernel - ISO 13485 Diagnostic Core

Clinical IoMT Nodes

  • DICOM / PACS Ingestion
  • Vision Transformer Backbone
  • Clinical Finding Segmenter
  • Biostatistical Profiler
  • 510(k) Dossier Compiler

Architectural Layers & Regulatory Standards

  • Medical Imaging Ingest Plane (DICOM WADO-RS / HL7 FHIR ImagingStudy): Streaming full-resolution 3D DICOM volumes (CT/MRI) directly from hospital PACS archives.
  • Multi-Modal AI Inference Engine (Vision Transformers (ViT) & SwinUNETR Backbones): Executing 3D volumetric semantic segmentation for oncology, stroke, and cardiovascular pathology.
  • Clinical Validation & Grounding (Multi-Reader Multi-Case (MRMC) ROC Analysis): Validating algorithmic diagnostic sensitivity and specificity against expert radiologist ground truth.
  • Regulatory Dossier Automation (Automated Substantial Equivalence Compiler): Compiling technical files, hazard matrices, and clinical performance comparisons against predicate devices.

Key Metrics: > 0.98 (AUC-ROC Diagnostic Performance) | < 1.8 s (3D CT Volumetric Inference) | ISO 13485 (Quality Management System) | 510(k) Ready (Automated Predicate Matching)

临床AI诊断、多模态医学视觉Transformer、ISO 13485与FDA 510(k)上市前临床许可

深入剖析 FDA 510(k)/PMA 申报、EU MDR、IEC 62304 C级软件生命周期及 IoMT 零信任互操作架构中的Clinical AI Diagnostics, Multi-Modal Medical Vision Transformers, ISO 13485 & FDA 510(k) Premarket Clinical Clearance关键工程实践。

Core Engineering Areas

Technical Articles

Related Cluster Architecture Specifications