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@ -108,4 +108,43 @@ the actual target value. The overall validation error of the model is
computed by aggregating the errors across the entire validation data set
[@boehmke2020].
<!--# should I talk about Model types ?-->
### Machine Learning in the Clinical Laboratory
<!--# Can I copy this table? -->
| Author and Year | **Objective and Machine Learning Task** | **Best Model** | **Major Themes** |
|------------------|-----------------------------------------------------------------------------------------------------------------|----------------|------------------|
|
Azarkhish (2012) |
Predict iron deficiency anemia and serum iron levels from CBC indices |
Neural Network |
Prediction |
|
Cao (2012) |
Triage manual review for urinalysis samples |
Tree-based | Automation |
|
Yang (2013) |
Predict normal reference ranges of ESR for various laboratories based on geographic and other clinical features |
Neural Network |
Interpretation |
: Table 1. Summary of characteristics of machine learning algorithms
[@rabbani2022].
###
####