AI-Assisted Medical Image Analysis for Radiology Workflows

import { Mixpeek } from 'mixpeek';

const client = new Mixpeek({
  apiKey: process.env.MIXPEEK_API_KEY,
  compliance: 'HIPAA'
});

// Connect to PACS
await client.integrations.connect({
  type: 'dicom',
  pacs_url: 'https://your-pacs.hospital.org',
  ae_title: 'MIXPEEK_AI',
  port: 104,
  encryption: 'TLS'
});

// Configure chest X-ray analysis
const chestXrayConfig = {
  modality: 'CR',
  body_part: 'CHEST',
  analysis: {
    detect: [
      'pneumonia',
      'pneumothorax',
      'pleural_effusion',
      'cardiomegaly',
      'nodules',
      'fractures'
    ],
    prioritize: ['pneumothorax', 'tension_pneumothorax'],
    generate_report: true
  }
};

await client.workflows.create({
  name: 'Chest X-ray Triage',
  config: chestXrayConfig
});

// Process incoming study
async function analyzeStudy(studyId: string) {
  const result = await client.analyze({
    study_id: studyId,
    return_heatmaps: true,
    confidence_threshold: 0.80
  });

  return {
    findings: result.findings,
    priority: result.priority_score,
    critical: result.critical_findings,
    suggested_report: result.generated_report,
    attention_regions: result.heatmaps
  };
}

// Radiologist workflow integration
async function radiologistReview(studyId: string, radiologistId: string) {
  const aiAnalysis = await analyzeStudy(studyId);

  // Present to radiologist with AI suggestions
  const review = await presentForReview({
    study_id: studyId,
    ai_findings: aiAnalysis.findings,
    ai_report: aiAnalysis.suggested_report,
    attention_regions: aiAnalysis.attention_regions,
    radiologist_id: radiologistId
  });

  // Radiologist confirms, modifies, or rejects AI findings
  return {
    final_report: review.radiologist_report,
    ai_findings_accepted: review.accepted_findings,
    ai_findings_rejected: review.rejected_findings,
    turnaround_time: review.time_to_complete
  };
}