How do I show my utilization-management algorithm assessed the individual patient?

You need a record that the determination turned on patient-specific clinical facts and coverage criteria, not solely a model score — documentation of the inputs, the clinician's individualized review, and the model's defined, bounded role. Reproducible…

register 09 · Compliance pins· CMS
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Answer.

Healthcare regulation · CMS.

You need a record that the determination turned on patient-specific clinical facts and coverage criteria, not solely a model score — documentation of the inputs, the clinician's individualized review, and the model's defined, bounded role. Reproducible evidence of how the model behaves on representative cases supports that the tool was an aid, not the decider. Planisphere measures and documents that model behaviour; the individualized clinical assessment and its record remain the plan's responsibility.

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The mark behind the answer.

CMS can require evidence around clinical workflows, ePHI boundaries, change control, or patient-impacting decisions. Pla…

Medicare/Medicaid coverage · algorithm cannot be the sole basis to deny care.

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More on CMS.

Other questions this mark answers.

Prepare evidence for CMS review.

First evidence record within 21 days of access · re-runs in a single business day. Planisphere measures model behaviour and emits a reproducible, sha-pinned record — it does not certify, file, or give legal advice.