diff --git a/app/release/app-release-4.1.0c.apk b/app/release/app-release-4.1.0e.apk
similarity index 80%
rename from app/release/app-release-4.1.0c.apk
rename to app/release/app-release-4.1.0e.apk
index 2917c96..5fd5c88 100644
Binary files a/app/release/app-release-4.1.0c.apk and b/app/release/app-release-4.1.0e.apk differ
diff --git a/app/src/main/AndroidManifest.xml b/app/src/main/AndroidManifest.xml
index b57c0e6..dae4947 100644
--- a/app/src/main/AndroidManifest.xml
+++ b/app/src/main/AndroidManifest.xml
@@ -2,8 +2,8 @@
 <manifest xmlns:android="http://schemas.android.com/apk/res/android"
     xmlns:tools="http://schemas.android.com/tools"
     package="uk.org.openseizuredetector"
-    android:versionCode="107"
-    android:versionName="4.1.0d">
+    android:versionCode="108"
+    android:versionName="4.1.0e">
     <!-- android:allowBackup="false" -->
     <uses-permission android:name="android.permission.BLUETOOTH" />
     <uses-permission android:name="android.permission.BLUETOOTH_ADMIN" />
diff --git a/app/src/main/assets/best_model_v0.05.tflite b/app/src/main/assets/best_model_v0.05.tflite
deleted file mode 100644
index d33b907..0000000
Binary files a/app/src/main/assets/best_model_v0.05.tflite and /dev/null differ
diff --git a/app/src/main/assets/best_model_v0.06.tflite b/app/src/main/assets/best_model_v0.06.tflite
new file mode 100644
index 0000000..08345a6
Binary files /dev/null and b/app/src/main/assets/best_model_v0.06.tflite differ
diff --git a/app/src/main/java/uk/org/openseizuredetector/MainActivity.java b/app/src/main/java/uk/org/openseizuredetector/MainActivity.java
index 2a6b7ac..b539e68 100644
--- a/app/src/main/java/uk/org/openseizuredetector/MainActivity.java
+++ b/app/src/main/java/uk/org/openseizuredetector/MainActivity.java
@@ -30,6 +30,7 @@ import android.content.DialogInterface;
 import android.content.Intent;
 import android.content.SharedPreferences;
 import android.graphics.Color;
+import android.graphics.Paint;
 import android.graphics.drawable.Drawable;
 import android.net.Uri;
 import android.os.Bundle;
@@ -44,6 +45,7 @@ import android.view.View;
 import android.view.ViewConfiguration;
 import android.view.WindowManager;
 import android.widget.Button;
+import android.widget.LinearLayout;
 import android.widget.ProgressBar;
 import android.widget.TextView;
 
@@ -112,6 +114,7 @@ public class MainActivity extends AppCompatActivity {
 
         // Initialise the User Interface
         setContentView(R.layout.main);
+        //getWindow().getDecorView().setBackgroundColor(okColour);
 
         /* Force display of overflow menu - from stackoverflow
          * "how to force use of..."
@@ -425,6 +428,8 @@ public class MainActivity extends AppCompatActivity {
         tv = (TextView) findViewById(R.id.versionTv);
         String versionName = mUtil.getAppVersionName();
         tv.setText(getString(R.string.AppTitleText) + " " + versionName);
+        tv.setBackgroundColor(okColour);
+        tv.setTextColor(okTextColour);
 
         if (mUtil.isServerRunning()) {
             mUtil.writeToSysLogFile("MainActivity.onStart - Binding to Server");
@@ -503,10 +508,15 @@ public class MainActivity extends AppCompatActivity {
 
             TextView tv;
             if (mUtil.isServerRunning()) {
+                LinearLayout ll = (LinearLayout) findViewById(R.id.statusLayout);
+                ll.setBackgroundColor(okColour);
+                ll = (LinearLayout) findViewById(R.id.watchStatusLl);
+                ll.setBackgroundColor(okColour);
+
                 tv = (TextView) findViewById(R.id.serverStatusTv);
-                if (mConnection.mBound)
+                if (mConnection.mBound) {
                     if (mConnection.mSdServer.mSdDataSourceName.equals("Phone")) {
-                        tv.setText(getString(R.string.ServerRunningOK) + getString(R.string.DataSource) + " = " + "Phone"+"\n"+"(Demo Mode)");
+                        tv.setText(getString(R.string.ServerRunningOK) + getString(R.string.DataSource) + " = " + "Phone" + "\n" + "(Demo Mode)");
                         tv.setBackgroundColor(warnColour);
                         tv.setTextColor(warnTextColour);
                     } else {
@@ -514,6 +524,63 @@ public class MainActivity extends AppCompatActivity {
                         tv.setBackgroundColor(okColour);
                         tv.setTextColor(okTextColour);
                     }
+                    tv = (TextView) findViewById(R.id.osdAlgTv);
+                    tv.setText("OSD ");
+                    if (mConnection.mSdServer.mSdData.mOsdAlarmActive) {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() & ~Paint.STRIKE_THRU_TEXT_FLAG);
+                    } else {
+                        tv.setBackgroundColor(warnColour);
+                        tv.setTextColor(warnTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() | Paint.STRIKE_THRU_TEXT_FLAG);
+                    }
+                    tv = (TextView) findViewById(R.id.cnnAlgTv);
+                    tv.setText("CNN ");
+                    if (mConnection.mSdServer.mSdData.mCnnAlarmActive) {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() & ~Paint.STRIKE_THRU_TEXT_FLAG);
+                    } else {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() | Paint.STRIKE_THRU_TEXT_FLAG);
+                    }
+                    tv = (TextView) findViewById(R.id.hrAlgTv);
+                    tv.setText("HR ");
+                    if (mConnection.mSdServer.mSdData.mHRAlarmActive) {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() & ~Paint.STRIKE_THRU_TEXT_FLAG);
+                    } else {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() | Paint.STRIKE_THRU_TEXT_FLAG);
+                    }
+                    tv = (TextView) findViewById(R.id.o2AlgTv);
+                    tv.setText("O2 ");
+                    if (mConnection.mSdServer.mSdData.mO2SatAlarmActive) {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() & ~Paint.STRIKE_THRU_TEXT_FLAG);
+                    } else {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() | Paint.STRIKE_THRU_TEXT_FLAG);
+                    }
+                    tv = (TextView) findViewById(R.id.fallAlgTv);
+                    tv.setText("Fall");
+                    if (mConnection.mSdServer.mSdData.mFallActive) {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() & ~Paint.STRIKE_THRU_TEXT_FLAG);
+                    } else {
+                        tv.setBackgroundColor(okColour);
+                        tv.setTextColor(okTextColour);
+                        tv.setPaintFlags(tv.getPaintFlags() | Paint.STRIKE_THRU_TEXT_FLAG);
+                    }
+
+                }
                 tv = (TextView) findViewById(R.id.serverIpTv);
                 tv.setText(getString(R.string.AccessServerAt) + " http://"
                         + mUtil.getLocalIpAddress()
@@ -572,7 +639,7 @@ public class MainActivity extends AppCompatActivity {
 
                     // Pebble Connected Phrase - use for HR if active instead.
                     tv = (TextView) findViewById(R.id.pebbleTv);
-                    if (mConnection.mSdServer.mSdData.mHRAlarmActive) {
+                    //if (mConnection.mSdServer.mSdData.mHRAlarmActive) {
                         if (mConnection.mSdServer.mSdData.mO2Sat>0) {
                             tv.setText(getString(R.string.HR_Equals) + mConnection.mSdServer.mSdData.mHR + " bpm\n"
                                     + "O2 Sat = " + mConnection.mSdServer.mSdData.mO2Sat + "%");
@@ -590,7 +657,7 @@ public class MainActivity extends AppCompatActivity {
                             tv.setBackgroundColor(okColour);
                             tv.setTextColor(okTextColour);
                         }
-                    } else {
+                    /*} else {
                         if (mConnection.mSdServer.mSdData.watchConnected) {
                             tv.setText(R.string.HRAlarmOff);
                             tv.setBackgroundColor(okColour);
@@ -602,6 +669,8 @@ public class MainActivity extends AppCompatActivity {
                             tv.setTextColor(warnTextColour);
                         }
                     }
+                    */
+
                     tv = (TextView) findViewById(R.id.appTv);
                     if (mConnection.mSdServer.mSdData.watchAppRunning) {
                         tv.setText(R.string.WatchAppOK);
diff --git a/app/src/main/java/uk/org/openseizuredetector/SdAlgNn.java b/app/src/main/java/uk/org/openseizuredetector/SdAlgNn.java
index 33ec934..fecaacc 100644
--- a/app/src/main/java/uk/org/openseizuredetector/SdAlgNn.java
+++ b/app/src/main/java/uk/org/openseizuredetector/SdAlgNn.java
@@ -25,7 +25,7 @@ import java.util.Map;
 
 public class SdAlgNn {
     private final static String TAG = "SdAlgNn";
-    private final static String MODEL_PATH = "best_model_v0.05.tflite";
+    private final static String MODEL_PATH = "best_model_v0.06.tflite";
     private String mUrlBase = "https://osdApi.ddns.net";
     private InterpreterApi interpreter;
     private Context mContext;
diff --git a/app/src/main/res/layout/main.xml b/app/src/main/res/layout/main.xml
index 433738a..7789db5 100644
--- a/app/src/main/res/layout/main.xml
+++ b/app/src/main/res/layout/main.xml
@@ -6,23 +6,85 @@
 
     <TextView
         android:id="@+id/versionTv"
-        android:layout_width="wrap_content"
+        android:layout_width="match_parent"
         android:layout_height="wrap_content"
         android:text="Android OpenSeizureDetector Version x.xx" />
 
 
     <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
+        android:id="@+id/statusLayout"
         android:layout_width="fill_parent"
         android:layout_height="wrap_content"
         android:orientation="horizontal">
 
-        <TextView
+        <!--<TextView
             android:id="@+id/serverStatusTv"
             android:layout_width="match_parent"
             android:layout_height="wrap_content"
             android:layout_weight="0.5"
             android:gravity="center"
             android:text="textView1" />
+-->
+        <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
+            android:layout_width="wrap_content"
+            android:layout_height="match_parent"
+            android:orientation="horizontal">
+
+            <TextView
+                android:id="@+id/serverStatusTv"
+                android:layout_width="wrap_content"
+                android:layout_height="match_parent"
+                android:text="---" />
+
+            <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
+                android:layout_width="wrap_content"
+                android:layout_height="wrap_content"
+                android:padding="10dp"
+                android:orientation="vertical">
+
+                <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
+                    android:layout_width="wrap_content"
+                    android:layout_height="match_parent"
+                    android:orientation="horizontal">
+
+                    <TextView
+                        android:id="@+id/osdAlgTv"
+                        android:layout_width="wrap_content"
+                        android:layout_height="wrap_content"
+                        android:text="---" />
+
+                    <TextView
+                        android:id="@+id/cnnAlgTv"
+                        android:layout_width="wrap_content"
+                        android:layout_height="wrap_content"
+                        android:text="---" />
+                </LinearLayout>
+
+                <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
+                    android:layout_width="wrap_content"
+                    android:layout_height="match_parent"
+                    android:orientation="horizontal">
+
+                    <TextView
+                        android:id="@+id/hrAlgTv"
+                        android:layout_width="wrap_content"
+                        android:layout_height="wrap_content"
+                        android:text="---" />
+
+                    <TextView
+                        android:id="@+id/o2AlgTv"
+                        android:layout_width="wrap_content"
+                        android:layout_height="wrap_content"
+                        android:text="---" />
+
+                    <TextView
+                        android:id="@+id/fallAlgTv"
+                        android:layout_width="wrap_content"
+                        android:layout_height="wrap_content"
+                        android:text="---" />
+                </LinearLayout>
+            </LinearLayout>
+        </LinearLayout>
 
         <TextView
             android:id="@+id/serverIpTv"
@@ -34,6 +96,7 @@
     </LinearLayout>
 
     <LinearLayout xmlns:android="http://schemas.android.com/apk/res/android"
+        android:id="@+id/watchStatusLl"
         android:layout_width="fill_parent"
         android:layout_height="wrap_content"
         android:orientation="horizontal">
diff --git a/app/src/main/res/menu/main_activity_actions.xml b/app/src/main/res/menu/main_activity_actions.xml
index 1f4027b..07598f7 100644
--- a/app/src/main/res/menu/main_activity_actions.xml
+++ b/app/src/main/res/menu/main_activity_actions.xml
@@ -28,14 +28,14 @@
             android:icon="@drawable/ic_action_settings"
             app:showAsAction="never|withText"
             android:title="@string/data_log_manager" />
-
+<!--
         <item
             android:id="@+id/action_authenticate_api"
             android:enabled="true"
             android:icon="@drawable/ic_action_settings"
             app:showAsAction="never|withText"
             android:title="@string/data_sharing_log_in" />
-
+-->
         <item
             android:id="@+id/action_about_datasharing"
             android:enabled="true"
diff --git a/app/src/main/res/values/strings.xml b/app/src/main/res/values/strings.xml
index 72edfb4..638cca9 100644
--- a/app/src/main/res/values/strings.xml
+++ b/app/src/main/res/values/strings.xml
@@ -3,8 +3,8 @@
     <string name="app_name">OpenSeizureDetector</string>
     <string name="changelog">
         "\n
-        \nV4.0.7 - imporovements to Data Sharing data log manager screen.
-        \nV4.0.6 - First public relase with Data Sharing feature enabled.
+        \nV4.1.0 - Added Machine Learning (Artificial Intelligence) Detection Algorithm Option
+        \nV4.0.7 - Improvements to Data Sharing data log manager screen.
           - Introduced the &lt;b>Data Sharing&lt;/b> feature to allow users to share their seizure and false alarm data
         with researchers to help improve the system.&lt;br/>
           - Fixed &lt;b>SMS Location Alerts&lt;/b> on Android V10+ (new permissions screens)&lt;br/>
@@ -106,7 +106,7 @@
     <string name="AlarmFreqMaxSummary">Maximum Frequency of ROI (Hz) (Default = 8 Hz)</string>
     <string name="AlarmFreqMinTitle">AlarmFreqMin (Hz)</string>
     <string name="AlarmFreqMinSummary">Minimum Frequency of ROI (Hz) (Default = 3 Hz)</string>
-    <string name="HRAlarmEnabledTitle">Heart Rate Alarm Enabled</string>
+    <string name="HRAlarmEnabledTitle">Enable Heart Rate Alarm</string>
     <string name="HRAlarmEnabledSummary" />
     <string name="HRNullAlarmTitle">Treat a Null heart rate as an alarm condition</string>
     <string name="HRNullAlarmSummary" />
@@ -122,7 +122,7 @@
     <string name="test_alarm_beep">Test Alarm Beep</string>
     <string name="test_warning_beep">Test Warning Beep</string>
     <string name="test_sms_alarm_notification">Test SMS Alarm Notification</string>
-    <string name="data_log_manager">Data Log Manager</string>
+    <string name="data_log_manager">Data Sharing</string>
     <string name="view_log_entries">View Log Entries</string>
     <string name="export_data">Export Data</string>
     <string name="settings">Settings</string>
@@ -262,7 +262,7 @@
     <string name="sample_freq_summary">Higher Frequency is more Accurate, but uses more battery power.</string>
     <string name="sample_freq_title">Select Sample Frequency</string>
     <string name="fall_detect_title">Fall Detector Settings</string>
-    <string name="fall_detect_active_title">Activate Fall Detection Function</string>
+    <string name="fall_detect_active_title">Enable Fall Detection Function</string>
     <string name="fall_thresh_min_title">Fall Detection Lower Threshold (milli-g)</string>
     <string name="fall_thresh_max_title">Fall Detection Upper Threshold (milli-g)</string>
     <string name="fall_window_title">Fall Detection Window (milli-seconds)</string>
@@ -312,7 +312,7 @@
     <string name="title_activity_authenticate">Log in to OpenSeizureDetector Data Sharing</string>
     <string name="logout">Log Out</string>
     <string name="logged_in_with_token">Logged in to\nData Sharing</string>
-    <string name="local_database">Logged Data Manager</string>
+    <string name="local_database">Data Sharing Manager</string>
     <string name="remote_database">Shared Data</string>
     <string name="num_local_events">Number of Events Stored on Phone: </string>
     <string name="num_local_datapoints">"Number of Datapoints Stored on Phone: "</string>
@@ -438,8 +438,9 @@
     <string name="not_logged_in_dialog_title">Not Logged in to Data Sharing</string>
     <string name="not_logged_in_dialog_message">You must be logged in to the Data Sharing system to be able to report seizures.</string>
     <string name="include_warnings">Include Warnings</string>
-    <string name="OsdAlarmEnabledSummary">Enable the original deterministic OpenSeizureDetector Algorithm to generate alarms.</string>
+    <string name="OsdAlarmEnabledSummary">Enable the original deterministic OpenSeizureDetector Algorithm to generate alarms.  ***Disabling this algorithm is NOT recommended except for testing purposes***</string>
     <string name="OsdAlarmEnabledTitle">Enable Original OSD Algorithm</string>
     <string name="CnnAlarmEnabledTitle">Enable AI (Neural Network) Algorithm</string>
     <string name="CnnAlarmEnabledSummary">Enable the Artificial Intelligence (Neural Network) algorithm to generate alarms.</string>
+    <string name="AlgorithmSelectionTitle">Seizure Detection Algorithms Selection</string>
 </resources>
diff --git a/app/src/main/res/xml/seizure_detector_prefs.xml b/app/src/main/res/xml/seizure_detector_prefs.xml
index d7d1f84..bd8d12c 100644
--- a/app/src/main/res/xml/seizure_detector_prefs.xml
+++ b/app/src/main/res/xml/seizure_detector_prefs.xml
@@ -2,7 +2,7 @@
 <!-- The ListPreference data is defined in pebble_datasource_values.xml -->
 <PreferenceScreen
     xmlns:android="http://schemas.android.com/apk/res/android">
-    <PreferenceCategory android:title="@string/SeizureDetectorSettingsTitle">
+    <PreferenceCategory android:title="@string/AlgorithmSelectionTitle">
         <CheckBoxPreference
             android:defaultValue="true"
             android:key="OsdAlarmActive"
@@ -13,6 +13,23 @@
             android:key="CnnAlarmActive"
             android:summary="@string/CnnAlarmEnabledSummary"
             android:title="@string/CnnAlarmEnabledTitle" />
+        <CheckBoxPreference
+            android:defaultValue="false"
+            android:key="HRAlarmActive"
+            android:summary="@string/HRAlarmEnabledSummary"
+            android:title="@string/HRAlarmEnabledTitle" />
+        <CheckBoxPreference
+            android:defaultValue="false"
+            android:key="O2SatAlarmActive"
+            android:summary="@string/O2Sat_enabled_summary"
+            android:title="@string/O2Sat_enabled_title" />
+        <CheckBoxPreference
+            android:defaultValue="false"
+            android:key="FallActive"
+            android:summary=""
+            android:title="@string/fall_detect_active_title" />
+    </PreferenceCategory>
+    <PreferenceCategory android:title="@string/SeizureDetectorSettingsTitle">
         <EditTextPreference
             android:defaultValue="5"
             android:key="WarnTime"