How Andalusian public hospitals train crisis clinical interviewing with AI virtual patients

Within the Andalusian Health Service (Servicio Andaluz de Salud), two public hospitals — the Hospital de Antequera and the Mother-and-Child Hospital of the Málaga Regional University Hospital — set out to train their residents and staff on the clinical encounters that carry the most risk: the conversations around suicide, acute psychosis and violent behaviour.

More than 50 professionals took part — residents in obstetrics-gynaecology and paediatrics, nursing staff and psychiatry — across several sessions in a hybrid format combining online and in-person work.

A clinician can memorise a risk-assessment tool — the SAD PERSONS scale, the Columbia Protocol — and still freeze in the moment. Conducting a suicide-risk interview, calming a patient in acute psychosis or de-escalating violent behaviour depends on reading the person in front of you and steering a live, high-stakes conversation. None of that is something a lecture can teach, and none of it can be rehearsed on real patients in crisis.

When the conversation goes wrong, the cost is measured in clinical errors. Closing that gap was the explicit goal.

With the MetaMedicsVR AI Platform, professionals practise real conversations with AI virtual patients who present in crisis — the patient expressing suicidal ideation, the one in acute psychosis, the one whose behaviour is escalating. They learn to apply the risk-assessment protocols in context, to ask the right questions, and to keep the encounter safe — repeatedly, until it feels natural, before they ever face the real thing.

• Crisis clinical interviewing: suicide, acute psychosis and violent behaviour.
• Risk-assessment protocols applied in conversation — the SAD PERSONS scale and the Columbia Protocol.
• A direct focus on reducing clinical errors in these high-risk encounters.

This is the platform working inside the public health system, on a problem every hospital recognises and few have a real answer for. When public healthcare in Andalusia adopts something, other public bodies tend to take a close look — which makes this an anchor piece for validating the hospital offering.

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