I think I found the answer to my question:
->prepare("SELECT stuff FROM table_name WHERE id IN (?)");
$itemList = implode(',',$items);
$children->bind_param('s',$itemList);
Seems to be working fine when using a string with coma-separated values.
I'm still checking if the results are really accurate ...