DenseNet121 • Grad-CAM • Human-in-the-Loop
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Upload X-Ray
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AI Analysis
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Explainability
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Clinician Review
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Decision Record
📷 Upload Chest X-Ray
🏥

Click to upload or drag & drop

PNG • JPEG • Frontal PA view recommended

X-ray preview

📊 AI Analysis Result
TB Probability–
Risk Level–
Model Confidence–
Decision Threshold–
File–
🤖 AI Attention Map — Grad-CAM Shows which lung regions drove the prediction
Grad-CAM overlay

Red/warm = high AI attention • Blue/cool = low attention

Low attention
High attention
Original X-ray

Original chest X-ray (CLAHE enhanced)

Original

Original X-Ray

Grad-CAM

Grad-CAM Attention Map

🔍 What the AI Found & Why

🎯 Prediction Reasoning

    📚 TB Radiological Features Guide

    • Upper lobe infiltrates — most common TB location (right > left upper lobe)
    • Cavitation — air-filled cavities, highly specific for active TB
    • Consolidation — opacification of lung tissue, suggests active infection
    • Miliary pattern — tiny nodules throughout both lungs (severe TB)
    • Pleural effusion — fluid around lung, can be TB-associated
    • Lymphadenopathy — enlarged lymph nodes visible on X-ray

    ⚠️ Model Confidence Interpretation

    • Prob < 30% — Low risk. No significant TB radiological pattern detected.
    • Prob 30–60% — Inconclusive. Ambiguous features present. Clinical judgement needed.
    • Prob > 60% — High risk. Clear TB-consistent radiological features detected.

    📋 Recommended Next Steps

      🏥 Clinician Review — Human in the Loop

      The AI result above is a decision support tool only. Please review the X-ray, Grad-CAM, and AI findings, then record your clinical decision below.

      Patient Information
      Clinician Information
      Clinical Decision
      SIGHTAI Decision Record
      SIGHTAI Clinical Decision Record

      🤖 AI Prediction

      Diagnosis–
      TB Probability–
      Risk Level–
      Threshold–

      🏥 Clinician Decision

      Clinician–
      Facility–
      AI Agreement
      Final Diagnosis–

      👥 Patient

      Patient ID–
      Age–
      Sex–
      File–

      📌 Action Plan

      Recommended–
      Urgency–
      Review ID–
      CLINICAL NOTES
      No notes recorded.
      ⚠️ Medical Disclaimer SIGHTAI is an AI-powered decision-support tool intended to assist qualified healthcare professionals only. It does not constitute a clinical diagnosis. All AI results must be reviewed and confirmed by a licensed clinician before any treatment decision is made. The Grad-CAM heatmap indicates model attention regions and does not replace formal radiological interpretation.
      Total Reviews
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      Agreement Rate
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      Clinician agreed with AI
      Override Rate
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      Clinician overrode AI
      Avg TB Probability
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      Across all predictions
      🔴 Risk Level Distribution
      🏥 Clinician Decisions
      🏥 Top Facilities
      📋 All Clinical Reviews
      📥 Export CSV
      ID Date File AI Label Prob Risk Decision Clinician Facility Patient Urgency
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