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 personal background information about O'Reilly that is not essential to the core findings and significance of the research, making it less relevant for an abstract.