Changes

== Use Case Objectives ==

== Use Case Objectives ==

+ Machine Learning Task: Flag in advance the scans to be deleted during CTD quality control

* Machine Learning Task: Flag in advance the scans to be deleted during CTD quality control

+ Business Value: Flagged scans allow the analyst to quickly focus attention on crucial areas, reducing the time and effort required to delete scans

* Business Value: Flagged scans allow the analyst to quickly focus attention on crucial areas, reducing the time and effort required to delete scans

+ Measures of Success:  

* Measures of Success:

  + Accuracy of model predictions

** Accuracy of model predictions

  + Client feedback on quality control speed-ups

**Client feedback on quality control speed-ups

* Aspirational Goals:

*Aspirational Goals:

* Mitigation of uncertainty in human decisions

** Mitigation of uncertainty in human decisions

* Semi or full automation of scan deletions

** Semi or full automation of scan deletions

[[File:Business process.png|Flow diagram for the model integration into the business process.]]

[[File:Business process.png|Flow diagram for the model integration into the business process.]]

== Machine Learning Pipeline ==

==Machine Learning Pipeline==

[[File:Ml pipeline.png|Three-step process used in the machine learning pipeline.]]

[[File:Ml pipeline.png|Three-step process used in the machine learning pipeline.]]

== Experimental Model Performance ==

==Experimental Model Performance==

[[File:Performance.png|Model performance and dataset histogram over the depth range from which CTD scans are collected.]]

[[File:Performance.png|Model performance and dataset histogram over the depth range from which CTD scans are collected.]]

== Model Deployment and Integration ==

==Model Deployment and Integration==

[[File:Model communications.png|Information flow in the integration of the model deployment into the business process.]]

[[File:Model communications.png|Information flow in the integration of the model deployment into the business process.]]

== Next Steps ==

==Next Steps ==