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Predict Early CPAP Drop Off

HardMachine Learning00:00
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Your question is Predict Early CPAP Drop Off. Take a moment with it on the right.

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Problem

Scenario

You are building a retention model for patients starting CPAP therapy. The care team wants to identify which patients are most likely to stop using their device within the first 30 days so they can intervene early with coaching, mask support, or follow-up outreach.

Question

How would you design a model to predict which patients are most likely to stop using their CPAP machines within the first 30 days?