Human Review and Escalation for Clinical AI
Who reviews an AI clinical alert, what happens when nobody does, and who holds ordering authority. The acknowledgement clock, five-rung escalation ladder, and kill switch.
Key points
- A licensed nurse. Every signal is routed to the licensed nurse holding that resident\u2019s assignment, who acknowledges it, assesses the resident in person, and then acts under the operator\u2019s own change-in-condition protocol or dismisses the signal with a recorded reason. No signal is reviewed only by software.
- It escalates rather than expiring. When the acknowledgement window agreed with the operator elapses, the signal moves to the charge nurse or shift supervisor, then to the director of nursing. A signal is never closed by a timeout; closure requires a recorded human action.
- No. Ordering evaluation, treatment, or transfer is the exclusive authority of the licensed practitioner. SeniorCRE places no order, changes no medication, and initiates no transfer. There is no auto-action mode and no configuration that notifies a practitioner without a nurse acknowledgement first.
- The operator\u2019s clinical leadership holds an unconditional kill switch for each signal class, exercisable for one community or the whole portfolio, without a support ticket and without vendor approval.
- An append-only trail: the observations behind the signal, their source systems and capture times, the signal version, who acknowledged it and when, what was decided, who decided it, and any dismissal reason. That trail is the operator\u2019s evidence, not ours.
- Alert burden is budgeted in alerts per nurse per shift before clinicians see anything, and dismissal reasons are reviewed in aggregate. A signal class that generates repeated nuisance dismissals is retired rather than defended, because alarm fatigue is a safety hazard rather than a tuning preference.
Frequently asked questions
- Who reviews an AI clinical alert in senior housing and care?
- A licensed nurse. Every signal is routed to the licensed nurse holding that resident\u2019s assignment, who acknowledges it, assesses the resident in person, and then acts under the operator\u2019s own change-in-condition protocol or dismisses the signal with a recorded reason. No signal is reviewed only by software.
- What happens if nobody acknowledges an alert?
- It escalates rather than expiring. When the acknowledgement window agreed with the operator elapses, the signal moves to the charge nurse or shift supervisor, then to the director of nursing. A signal is never closed by a timeout; closure requires a recorded human action.
- Can the AI order tests, change medications, or initiate a transfer?
- No. Ordering evaluation, treatment, or transfer is the exclusive authority of the licensed practitioner. SeniorCRE places no order, changes no medication, and initiates no transfer. There is no auto-action mode and no configuration that notifies a practitioner without a nurse acknowledgement first.
- Who can turn a clinical signal off?
- The operator\u2019s clinical leadership holds an unconditional kill switch for each signal class, exercisable for one community or the whole portfolio, without a support ticket and without vendor approval.
- What does the record retain about human review?
- An append-only trail: the observations behind the signal, their source systems and capture times, the signal version, who acknowledged it and when, what was decided, who decided it, and any dismissal reason. That trail is the operator\u2019s evidence, not ours.
- How do you keep clinicians from being buried in alerts?
- Alert burden is budgeted in alerts per nurse per shift before clinicians see anything, and dismissal reasons are reviewed in aggregate. A signal class that generates repeated nuisance dismissals is retired rather than defended, because alarm fatigue is a safety hazard rather than a tuning preference.
https://seniorcre.com/clinical-intelligence/human-review-and-escalation