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Clinical Neuro-Optic Reseach Initiative
  • Home
  • Human Eye Project
    • The Pupil
    • Pupil Decentration-Multiformaties
    • Pupil Deformations
    • Pupil Color and Dimensions
    • Pupil Anisocoria
    • Pupil Miosis
    • Pupil Mydriasis
    • Pupil Reflexes
    • The Collarette
    • The Iris
  • PupilMetrics App
    • PupilMetrics Android
    • PupilMetrics Windows
    • PupilMetrics Mac OS
  • Documentation
  • Pricing
  • Learn More
    • CNRI Research
    • History
    • About
    • Eye Photo Tips & Tricks
    • IRB Status
    • Pupil Abstract Blog
    • Privacy Policy
    • Terms of Service

Getting Started

5
  • 1.1 System Requirements
  • 1.2 Installation
  • 1.3 Licensing
  • 1.4 First Launch
  • 1.5 Desktop Window & Keyboard Shortcuts

Capturing Eye Images

8
  • 2. Capturing Eye Images
  • 2.1 Camera Source Selection
  • 2.2 Quality-Gated Camera Mode – Android App
  • 2.3 Manual Camera Mode – Android
  • 2.4 USB / UVC Iriscope (Dino-Lite)
  • 2.5 PLR Video Mode – Android
  • 2.6 Import from Gallery
  • 2.7 Tips for a Good Capture

Reading the Analysis Results

10
  • 3. Reading the Analysis Results
  • 3.1 The Iris Zone Map
  • 3.2 PI Ratio (Pupil–Iris Ratio)
  • 3.3 Zone Findings — Flattenings (FLAT) and Protrusions (PROT)
  • 3.4 ANW Assessment (Collarette / Autonomic Nerve Wreath)
  • 3.5 Decentration (Pupil Position)
  • 3.6 Ellipseness (Pupil Shape)
  • 3.7 Anisocoria (Pupil Size Difference)
  • 3.8 Confidence Scores & Hybrid Fusion
  • 3.9 Scan History

Patient Management

4
  • 4. Patient Management & Exports
  • 4.1 PDF Report
  • 4.2 Plain-Text & JSON Export
  • 4.3 Sharing & Filing

Natural Medicine Therapy Panels

8
  • 5. Natural Medicine Therapy Panels
  • 5.1 Enabling the Therapy Modules
  • 5.2 How Zone Findings Drive the Therapy Panels
  • 5.3 Herbal Recommendations Panel
  • 5.4 Nutrition Recommendations Panel
  • 5.5 Chiropractic Correlations Panel
  • 5.6 TCM Correlations Panel
  • 5.7 Reading Therapy Panels Together

Constitutional Iridology

7
  • 6. Constitutional Iridology
  • 6.1 Background & Theoretical Basis
  • 6.2 The 34 Constitutional Types
  • 6.3 Selecting a Constitutional Type
  • 6.4 Constitutional Panel in Analysis Results
  • 6.5 Constitutional Section in the PDF Report
  • 6.6 Clinical Guidance & Limitations

Exporting PDF Reports

2
  • 7. Exporting PDF Reports
  • 7.1 Regenerating a PDF

Settings & Customization

5
  • 8. Settings & Customization
  • 8.1 Languages
  • 8.2 Zone Overlay & Observer Notes
  • 8.3 ML Comparison Panel
  • 8.4 About & Support

Clinical & Legal Disclaimers

2
  • 9. Clinical & Legal Disclaimers
  • 9.1 Data Privacy
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  • Home
  • PupilMetrics Documentation
  • Settings & Customization
  • 8.3 ML Comparison Panel

8.3 ML Comparison Panel

< 1 min read

When **Show ML comparison** is enabled, the results screen shows a secondary card beneath the main analysis card for each eye. This card displays the raw ONNX model output:

| ML output | Description |

|———–|————-|

| PI ratio (ML) | The model’s independent pupil-to-iris ratio estimate |

| Ellipseness (ML) | Model ellipseness output (note: calibration data shows near-constant output in current model) |

| Decentration (ML) | Model decentration output (same calibration caveat) |

| ML Plausibility | The ML component of the hybrid confidence score |

This panel is primarily intended for practitioners who want to inspect the raw model output alongside the classical CV result. In routine clinical use it can be left on without any negative effect.

Updated on March 24, 2026

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8.2 Zone Overlay & Observer Notes8.4 About & Support

The Clinical Neuro-Optic Research Initiative (CNRI) advances pupil-based neurodiagnostics by preserving historical insights, developing modern analytic tools, and researching links between ocular microstructures and systemic health. Our mission is to validate and expand neuro-optic biomarkers for breakthroughs in early detection, monitoring, and non-invasive assessment of autonomic and neurological function.

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