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If you want to predict clinical phenotypes using #MachineLearning, check out our systematic review on ML-based #sepsis prediction. A THREAD with take-aways that could be relevant to #AI in #healthcare in general. (--> = hints for practitioner) 1/n
bit.ly/34pIvRs
bit.ly/34pIvRs
1) Motivation: why should we even care about #sepsis? For decades clinicians have a) struggled to detect it in its early stages where organ damage is still reversible and b) failed to find a robust and early biomarker for sepsis. 2/n
--> Make sure that your problem (as well as your solution) *actually matters* (e.g., how is it helping doctors if you just foresee that a patient won't make it?) and ensure that it cannot be easily solved by conventional approaches.
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