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Antibiotic Resistance · AI Decision Support · Clinical Grade

Stop guessing.
Predict resistance
in seconds.

Reduce 48–72h lab delays with AI-powered predictions trained on real clinical data. ResistAI gives clinicians resistance probabilities for 12 antibiotics — instantly.

⚠️ 700K+ Deaths/yr from AMR
⏱️ 48–72h Current lab wait time
⚡ <2s ResistAI prediction time
🎯 80%+ Model AUC accuracy
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Species-aware prediction

Input bacterial species and get resistance probabilities tailored to that organism's known clinical patterns.

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Explainable AI (SHAP)

Every prediction includes SHAP-based feature importance — you see exactly which factors drove the result.

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12-antibiotic ranking

Get a ranked list of antibiotics from most effective to most resistant with confidence scores for each.

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Prediction history

Every prediction is logged with full metadata. Track resistance trends and review past cases at any time.

resistai — example prediction output
$ predict --species "E. coli" --ward "ICU" --prior "Ampicillin"
Analyzing resistance patterns... done in 0.8s
Meropenem
8%[EFFECTIVE]
Gentamicin
42%[UNCERTAIN]
Ciprofloxacin
65%[RESISTANT]
Ampicillin
88%[RESISTANT]
Model: RandomForest · Confidence: 87% · SHAP explanations available

Resistance predictor

Enter patient and isolate data to get antibiotic resistance predictions with AI explanations

01Bacterial isolate
02Clinical risk factors
03Prior antibiotic exposure
Select all recently administered antibiotics
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Results will appear here
Fill in the form and click "Predict resistance" to get resistance probabilities with AI explanations and recommended antibiotics.
Example prediction:
● Meropenem → LOW resistance (8%)
● Gentamicin → UNCERTAIN (42%)
● Ampicillin → HIGH resistance (88%)

Resistance dashboard

Aggregated resistance patterns from prediction history

Updated: just now
1,182Total predictionsAll time
38%High resistance cases↑ vs last month
83.4%Model accuracyAUC on test set
1.4sAvg prediction timep95: 2.1s
Resistance rates by antibiotic% resistant
Resistant ≥65% Uncertain 40–65% Effective <40%
Top organismsBy volume
Resistance trends over timeLast 7 days
Recent predictionsLatest 5 entries
IDSpeciesWardAntibioticResultTime

Prediction history

Complete log of all resistance predictions

Loading... Real-time updates
All predictions Loading...
IDSpeciesWardSourceBest antibioticResultsTimestampDuration
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