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What strikes me is how the w-SMM essentially codifies what frontline clinicians already know intuitively but the data systems kept erasing. The finding that 96% of maternal deaths had prior SMM indicators is both reassuring and frustrating, it shows the warning signs are there but we're not built to respond early enough. I've seen similar issues in other high-stakes settings where binary metrics flatten risk gradients and make it harder to prioritize interventions. The clustering insight is probably the most actionable bit, knowing that multiple indicators accelerate risk geometrically changes triage completely.

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