Machine Learning & NLP for Decision Support

Customer Challenge

A radiology firm required a means to more quickly and accurately provide best practice recommendations based on dictated reports describing medical images.

Innovative Solution

Illumination Works created a rapid algorithm to analyze dictated report text in real time to provide radiologists with follow-up recommendations for identified conditions.


  • Logical representations of best practice
    decision trees
  • Annotated data sets that yield training sets
    and truth keys
  • Productionized, algorithmic software that applies the correct condition model
  • Real-time follow-up care recommendations
    output to custom user interface
  • Log files to assess and retrain model performance
  • Modular, object-oriented structure, scalable
    for additional conditions


  • Natural Language Processing (NLP)
  • Machine learning Recommender System-based models
  • Diagnosis decision trees

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