Machine learning to individualize oxygenation targets during mechanical ventilation

Multiple randomized trials in heterogeneous patients requiring mechanical ventilation have not shown any benefit from any particular oxygenation target (higher vs. lower).

But what if those trials’ negative results hid a more complex reality, in which patients do often respond differently to oxygen—with many surviving because their oxygen target was sel…