Proof of concept prototype using UA dipstick + demographics → predicted culture positivity and expected empiric coverage (route-filtered).
Local app • FastAPI
Inputs
Route filter: All
Made by Sultan M. Babar.
Based on 2024 KFSH&RC Emergency Department microbiogram data.
Important: This is a proof of concept and is not ready for clinical use.
Outputs are based only on the parameters entered on this page and the referenced antibiogram.
Final antibiotic selection must incorporate clinical context including (but not limited to) tissue penetration,
renal function, allergies, infection source/severity, prior cultures/antibiotics, local guidelines,
and drug–drug interactions.
Results
Waiting
Predicted probability of positive culture
—
Enter inputs and click Predict.
Top organisms (conditional on positive)
Organism
Probability
—
Ranked empiric antibiotics (expected coverage)
#
Antibiotic
Routes
Expected coverage
—
“Expected coverage” = Σ P(organism|features) × P(susceptible|organism, antibiotic) (renormalized to organisms present in antibiogram).