Issues

• Document update (Structuring and detailing)

  Sahilbhatane/Health-Predictor---V2#33 · Filter by author Sahilbhatane opened on May 10, 2026

• Architecture diagram accuracy values are hardcoded and incorrect

  ML
  Sahilbhatane/Health-Predictor---V2#31 · Filter by author github-actions opened on Feb 24, 2026

• Debug print statements left in production code

  Backend
  Sahilbhatane/Health-Predictor---V2#28 · Filter by author github-actions opened on Feb 24, 2026

• No prediction logging or audit trail

  Backend
  Sahilbhatane/Health-Predictor---V2#29 · Filter by author github-actions opened on Feb 24, 2026

• Augmented datasets may introduce synthetic bias

  ML
  Sahilbhatane/Health-Predictor---V2#25 · Filter by author github-actions opened on Feb 24, 2026

• AuthGuard component is effectively a no-op

  Frontend
  Sahilbhatane/Health-Predictor---V2#26 · Filter by author github-actions opened on Feb 24, 2026

• Duplicate model files in ML/ and Datasets/sav files/ are not identical

  ML
  Sahilbhatane/Health-Predictor---V2#24 · Filter by author github-actions opened on Feb 24, 2026

• Frontend API prediction routes have no authentication

  Security
  Sahilbhatane/Health-Predictor---V2#22 · Filter by author github-actions opened on Feb 24, 2026

• No cross-validation in any training notebook

  ML
  Sahilbhatane/Health-Predictor---V2#23 · Filter by author github-actions opened on Feb 24, 2026

• Hardcoded single-user credentials with no registration system

  Security
  Sahilbhatane/Health-Predictor---V2#21 · Filter by author github-actions opened on Feb 24, 2026

• No .env.local file — Google OAuth and production sessions will crash

  Security
  Sahilbhatane/Health-Predictor---V2#19 · Filter by author github-actions opened on Feb 24, 2026

• API key defaults to "changeme" with inconsistent values across routes

  Security
  Sahilbhatane/Health-Predictor---V2#20 · Filter by author github-actions opened on Feb 24, 2026

• Doctor mode clinical inputs are completely ignored

  Frontend
  Sahilbhatane/Health-Predictor---V2#18 · Filter by author github-actions opened on Feb 24, 2026

• Double request.json() in catch blocks crashes fallback logic

  Frontend
  Sahilbhatane/Health-Predictor---V2#17 · Filter by author github-actions opened on Feb 24, 2026

• Common diseases frontend API route is 100% mock with no backend proxy

  Frontend
  Sahilbhatane/Health-Predictor---V2#16 · Filter by author github-actions opened on Feb 24, 2026

• Parkinson's frontend API route is 100% mock with no backend proxy

  Frontend
  Sahilbhatane/Health-Predictor---V2#15 · Filter by author github-actions opened on Feb 24, 2026

• Test suite is manual scripts, not automated pytest tests

  Testing
  Sahilbhatane/Health-Predictor---V2#13 · Filter by author Sahilbhatane opened on Feb 22, 2026

• No rate limiting or abuse protection on API endpoints

  Backend
  Sahilbhatane/Health-Predictor---V2#12 · Filter by author Sahilbhatane opened on Feb 21, 2026

• 3 of 4 prediction forms discard real API responses and show mock data

  Frontend
  Sahilbhatane/Health-Predictor---V2#11 · Filter by author Sahilbhatane opened on Feb 17, 2026

• Common diseases model gives low-confidence, implausible predictions

  ML
  Sahilbhatane/Health-Predictor---V2#10 · Filter by author Sahilbhatane opened on Feb 16, 2026

• Heart model accuracy is 66.8% — claimed 85% in diagrams

  ML
  Sahilbhatane/Health-Predictor---V2#9 · Filter by author Sahilbhatane opened on Feb 16, 2026

• Diabetes model accuracy is 68.6% — claimed 78% in diagrams

  ML
  Sahilbhatane/Health-Predictor---V2#8 · Filter by author Sahilbhatane opened on Feb 16, 2026

• No feature scaling on any SVM model — accuracy ~15% below potential

  ML
  Sahilbhatane/Health-Predictor---V2#7 · Filter by author Sahilbhatane opened on Feb 13, 2026

• Parkinson's model always predicts "High Risk" regardless of input.

  ML
  Sahilbhatane/Health-Predictor---V2#6 · Filter by author Sahilbhatane opened on Feb 13, 2026

• Environment Variable validation

  good first issue
  Sahilbhatane/Health-Predictor---V2#2 · Filter by author Sahilbhatane opened on Sep 19, 2025
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