HEALTHCARE Prediction using RM

sandeep87
sandeep87 New Altair Community Member
edited November 2024 in Community Q&A
hello all,

Presently i am working on a project which consist of patient records like the symptoms,treatment procedure,diagnosis. All are represented in codes like for example of symptom fever is represented as 1001. And there are around 2 lac records .

Using the data i have  i need to predict the treatment procedure and diagnosis for the symptoms of the new patient.

Is this possible with RapidMiner?

Please help me.
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Answers

  • cherokee
    cherokee New Altair Community Member
    Hi!

    Well I think in general: yes. But could you give a short example of your data. Then it is easier to answer your question fully.

    Best regards and merry X-mas,
    chero
  • wessel
    wessel New Altair Community Member
    Yes, this is possible.

    Are you from the University of Amsterdam?
  • cherokee
    cherokee New Altair Community Member
    No, I'm not. Why?
  • wessel
    wessel New Altair Community Member
    That question was aimed at sandeep87.
    I asked where he was from since I did a very similar project.
    Possibly with the same codes for symptoms.

    And yes I agree with you cherokee.
    With a better description of the data, it is easier to answer the question fully.
  • nirajalakka67_n
    nirajalakka67_n New Altair Community Member
    Could you please explain the procedure how is the above mentioned prediction possible ?
  • nirajalakka67_n
    nirajalakka67_n New Altair Community Member
    Did you find the solution to your question ? If yes, then do reply since I am working on a similar project and this could help .
  • Thomas_Ott
    Thomas_Ott New Altair Community Member

    Hi, one of our users @SvenVanPoucke has used RapidMiner and Radoop to solve some great healthcare use cases, maybe he can chime in here.

  • DocMusher
    DocMusher New Altair Community Member

    Hi,

    I am interested in the use case related to healthcare. Please send me a PM describing your project and particular question you have. Happy to help you where necessary!

    Sven

  • nirajalakka67_n
    nirajalakka67_n New Altair Community Member
    Thank you so much for your concern Sir.
    Presently i am working on a healthcare related project.
    The aim of our project is to predict diseases based on their symptoms.
    We have taken into account 10 diseases and their respective symptoms.
    Our database consists of multiple excel sheets containing following data.
    1) Patient records like the test result values of each patient associated with their patient id.
    2) General symptoms of the diseases taken into account.
    3) Personal details of each patient.

    I am curious to know if using the above data can the Rapid Miner tool predict a particular disease diagnosing the symptoms of the patient?
    I will be glad to receive your help.
    Thank you for taking the time to read this message .
  • DocMusher
    DocMusher New Altair Community Member

    Hi,

    Rapidminer is absolutely suitable to be used in this context, meaning that based on your data, patients, signs and symptoms and diagnosis can be analyzed. Essential in this context however is the quality of your data. I know how doctors (including myself) are experts in providing unstructured data:).

    Based on your info, supervised and unsupervised techniques can be analyzed. 

    Interesting to know is how many patients are enrolled? What is the number of features (symptoms, signs, diagnosis) in your data? What type of data do you have numeric, text (structured, unstructured). Is there missing data e.g. patients with diagnosis without any other data or patients with symptoms and signs without a diagnosis?

    How would you describe the aim of your research? Which questions would you liked to be answered? Do you want to publish your results?

    Interested in your reply,

    Beste Regards

    Sven

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