Medical Prediction Using Neural Networks and Machine Learning

PRELIMINARY DEMONSTRATION VERSION - NOT READY FOR CLINICAL USE




Step 1. Select what you want to predict...

Progression of Chronic Diseases
Hospital Outcomes
Drug Dosing and Levels




Step 2. Enter lab values or else select the "Demo" button for some typical values



Step 3. After you have inputs, click "Predict" button to see the predicted INR for the next day

  Warfarin Dose INR
Three days ago:
One day ago:
Latest:


Predicted INR:

Step 3. After you have inputs, click "Predict" button to see the predicted Vancomycin trough for the next day

  Total Daily Vancomycin Dose Trough
Three days ago:
One day ago:
Latest:


Predicted Vanc Trough:

Step 3. After you have inputs, click "Predict" button to see the predicted Tacrolimus level for the next day

  AM Tac Dose: PM Tac Dose: Tacrolimus Level
Three days ago:
One day ago:
Latest:


Predicted Tacrolimus Level:

Step 3. After you have inputs, click "Predict" button to see the predicted Voriconazole level for the next day

  Total Daily Voriconazole Dose Voriconazole Level
Three days ago:
One day ago:
Latest:


Predicted Voriconazole Level:

Step 3. After you have inputs, click "Predict" button to see the predicted Tobramycin level for the next day

  Total Daily Tobramycin Tobramycin Level
Three days ago:
One day ago:
Latest:


Predicted Tobramycin Level:

Predict Methotrexate levels for patients on oral Methotrexate

  Total Daily Methotrexate Dose Methotrexate Level
Three days ago:
One day ago:
Latest:

Predicted Methotrexate Level:    Confidence:

Step 3. After you have inputs, click "Predict" button to see the expected time of progression to stages of CKD

GFR Today:
GFR one day ago:
GFR 3 days ago:
GFR 1 week ago:
GFR one month ago:
GFR 2 months ago:
GFR 3 months ago:
GFR 4 months ago:
GFR 6 months ago:
GFR 1 year ago:


Predicted Time Interval until CKD3a:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Predicted Time Interval until CKD3b:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Predicted Time Interval until CKD4:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Predicted Time Interval until CKD5:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Step 3. After you have inputs, click "Predict" button to see the expected time of progression to different MELD scores

MELD Today:
MELD one day ago:
MELD 3 days ago:
MELD 1 week ago:
MELD one month ago:
MELD 2 months ago:
MELD 3 months ago:
MELD 4 months ago:
MELD 6 months ago:
MELD 1 year ago:


Predicted Time until MELD 10:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:


Predicted Time until MELD 20:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:


Predicted Time until MELD 30:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:


Predicted Time until MELD 40:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Step 3. After you have inputs, click "Predict" button to see the expected remaining time until discharge

HospitalDay Hgb WBC BUN Cr Glc Tbili TProt SBP DBP HR Age in Yrs


Predicted Days until Discharge:
Estimated Time Period until Discharge:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:
Estimated Total Length of Stay:

Step 3. After you have inputs, click "Predict" button to see the liklihood of dying in the hospital on this admission

HospitalDay Hgb WBC BUN CO2 AST Tbili TProt SBP DBP HR AgeInYrs Albumin WtKg


Expected death in hospital:    Confidence:

Estimated Days until Death:

Estimated Time Period until Death:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Step 3. After you have inputs, click "Predict" button to see the chance of transferring into the ICU

HospitalDay WBC Plts BUN Creatinine Tbili TProt HR AgeInYrs


Transfer to ICU:    Confidence:

Estimated Days Until ICU:

Estimated Time Period until ICU:    Confidence:
Second Guess:    Confidence:
Third Guess:    Confidence:

Step 3. After you have inputs, click "Predict" button to see the chance of dying in the next 12 months

AgeInYrs:  Hgb:  Plt:  BUN:  Alb:  Tbili:  TProt: 


Expected Mortality:    Confidence:



Feedback

This system was written by Dawson Dean, a computer scientist and physician. If you have any feedback, please check any relevant issues from the menu below and click the "Send Feedback Email" button to send me email.

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Debugging

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