The sentence that contains information that should be left out of an abstract is:
"Mechanical engineer Oliver O'Reilly began looking into this telltale problem three years ago, after trying to teach his young daughter to tie her shoes."
This sentence provides background and context about the researcher’s personal motivation rather than focusing on the research findings or methodologies relevant to the study, which are more appropriate for an abstract.