To validate model's ability to detect instruments for which air bubble affected HPLC records are overrepresented, we constructed a separate dataset for eight instruments with each performed at least 100 experiments. For the affected instrument #8, data were collected for the three months preceding and the three months following a repair, ensuring an adequate sample size (over 100 experiments).