Merge pull request #1548 from tim2000s/patch-1

Update autotune.md

docs/docs/Customize-Iterate/autotune.md

@@ -358,7 +358,7 @@ oref0-upload-profile --switch ./myopenaps/autotune/profile.json $NS_SITE $API_SE
 #### Optional configurations
 
 * For most people, autotune's UAM detection does a good job of excluding anomalous data from unannounced or imprecisely estimated carbs, stress spikes, etc., and is able to properly tune basals using the non-excluded data. In rare cases, some people's basal settings are so far below their real basal rates when starting out with autotune that they find the algorithm unable to suggest raising basals because it is classifying all periods when basals are too low as unannounced meals. If you notice this issue, you are certain you have precisely entered carb counts for all carb intake events, and you want autotune to raise basal for abrupt BG rises due to stress etc., then you can force the algorithm to classify unannounced meal periods as basal periods using the --categorize-uam-as-basal=true option. Most people should not need this option, and it should only be used with care.  **\*\*SAFETY WARNING\*\*** If you use this option and treat lows without entering the low treatment carbs, an amplifying cycle will begin with autotune raising basals, treated lows get categorizes as basals being too low, basals are raised causing lows, etc.
-* If running 0.7.0 or later, autotune has a --tune-insulin-curve=true option that enables autotune to tune the insulin end time (DIA) and insulin peak. The values listed below are calculated for insulin end times 2 hours less than the current end time to 2 hours more. If they agree in moving the insulin end time in the same direction, the insulin end time is moved by 1 hour. Insulin peak time is tuned similarly in steps of 5 minutes for peak times 10 minutes less than the current peak time to 10 minutes more than the current peak time. **\*\*SAFETY WARNING\*\*** This tuning method is still very much experimental and not recommended to be run unattended.
+* If running 0.7.0 or later, autotune has a --tune-insulin-curve=true option that enables autotune to tune the insulin end time (DIA) and insulin peak. To use this option, the command should be entered before the ns-host details. The values listed below are calculated for insulin end times 2 hours less than the current end time to 2 hours more. If they agree in moving the insulin end time in the same direction, the insulin end time is moved by 1 hour. Insulin peak time is tuned similarly in steps of 5 minutes for peak times 10 minutes less than the current peak time to 10 minutes more than the current peak time. **\*\*SAFETY WARNING\*\*** This tuning method is still very much experimental and not recommended to be run unattended.
   * Average deviations observed in the data
   * Square root of the average of the squared deviations