Fix bug identified in #1817, comment 17340049
LOO is bad doc
updated for typos and a few wording changes
one last comment fix
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Merge pull request #2524 from rmcgibbo/hmmfix

Fix bug identified in #1817, comment 17340049
Merge pull request #2543 from johncollins/dev

LOO is bad doc