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Kyle Belanger 2022-09-10 18:59:54 -04:00
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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 computed by aggregating the errors across the entire validation data set
[@boehmke2020]. [@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].
###
#### ####