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 information about the researcher that is not essential for understanding the main findings or significance of the study, which is typically the focus of an abstract.