From 0c80437f858663bc8ec5bed063346692e24bca54 Mon Sep 17 00:00:00 2001
From: Kyle Belanger <kyleb44@hotmail.com>
Date: Sat, 10 Sep 2022 18:59:54 -0400
Subject: [PATCH] Update chapter2.qmd

---
 chapter2.qmd | 39 +++++++++++++++++++++++++++++++++++++++
 1 file changed, 39 insertions(+)

diff --git a/chapter2.qmd b/chapter2.qmd
index c420a2d..2f5fe85 100644
--- a/chapter2.qmd
+++ b/chapter2.qmd
@@ -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].
+
+### 
+
 ####