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Human-AI Collaboration

How humans and AI work together for optimal results

Human-AI Collaboration

EvidAI is designed as a partnership between human expertise and artificial intelligence, combining the best of both.

The Partnership Model

What AI Does Best

  • Processing large volumes quickly
  • Consistent application of rules
  • Pattern recognition across studies
  • Tireless attention to detail
  • Citation and reference tracking

What Humans Do Best

  • Clinical judgment and context
  • Novel situation handling
  • Ethical considerations
  • Final decision authority
  • Quality interpretation

Working Together

The combination delivers:

  • Speed of automation
  • Quality of expertise
  • Transparency of process
  • Reliability of verification

Confidence-Based Routing

How It Works

Every AI decision includes a confidence score:

  • High confidence (>90%): AI proceeds, human verifies
  • Medium confidence (70-90%): Human review recommended
  • Low confidence (<70%): Human decision required

Benefits

  • AI handles clear-cut cases
  • Humans focus where expertise matters
  • Efficiency without accuracy loss
  • Complete audit trail

Verification Workflows

Quick Verification

For high-confidence AI decisions:

  1. Review AI recommendation
  2. Check supporting evidence
  3. Approve or correct
  4. Move to next item

Detailed Review

For uncertain cases:

  1. See AI analysis and reasoning
  2. Access relevant document sections
  3. Review multiple perspectives
  4. Make informed decision
  5. Optionally provide feedback

Feedback and Learning

Correction Impact

When you correct AI decisions:

  • Decision is logged for learning
  • Similar cases re-evaluated
  • Model performance improves
  • Future accuracy increases

Team Calibration

Your team's decisions help:

  • Customize to your standards
  • Adapt to specialty areas
  • Improve over time
  • Maintain consistency

Override Capabilities

Always in Control

You can always:

  • Override any AI recommendation
  • Disable AI for specific tasks
  • Adjust confidence thresholds
  • Require human review

Override Documentation

All overrides are:

  • Logged for audit trail
  • Available for review
  • Part of reproducibility record

Best Practices

For Optimal Collaboration

  • Review AI reasoning, not just decisions
  • Provide corrections consistently
  • Trust high-confidence recommendations
  • Focus attention on uncertain cases

For Quality Assurance

  • Spot-check automated decisions
  • Monitor accuracy over time
  • Calibrate thresholds for your needs
  • Document override reasoning
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