Cut Through the Fluff in Healthcare Procurement

// RealUse ML-powered analysis engine
class RealUseAnalyzer {
  async analyze(content) {
    // Extract semantic features using NLP
    const features = await this.extractFeatures(content);
    
    // Run through our proprietary ML model
    const scores = this.runThroughModel(features, {
      buzzwordWeight: 0.3,
      evidenceWeight: 0.4,
      adoptionBarrierWeight: 0.7,
      complianceWeight: 0.9
    });
    
    // Apply healthcare-specific heuristics
    this.applyDomainKnowledge(scores, {
      hipaaRequired: true,
      trainingThreshold: 3.5,
      implementationComplexity: "adaptive"
    });
    
    return {
      score: this.calculateFinalScore(scores),
      confidence: scores.confidence,
      breakdown: this.generateInsights(scores),
      redFlags: this.identifyRedFlags(features)
    };
  }
}