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MMadical AI Use
IllustrativeHospital

A plain-language discharge explanation the clinician edits

Illustrative scenario. This is a composite for planning. It is not a report of a specific peer-reviewed trial.

This is an illustrative composite, not a trial report. At discharge, a model drafts a short explanation of the diagnosis, medicines, and warning signs from the clinician’s own note, in the patient’s language where the hospital supports it. The clinician or pharmacist edits every line before it is printed or sent. The draft is not allowed to add a new instruction that is absent from the signed note. It is not a chatbot the patient can ask for new medical advice.

Clinical setting

Inpatient discharge on a medical ward, with a clinician who is already responsible for the after-visit summary.

Tools and vendors

  • EHR discharge note
  • Clinician edit step

Source

Illustrative composite, Madical AI Use · Sep 22, 2026 · Year 2026

Added to the index Sep 22, 2026

Open source

Tags

  • Patient facing
  • Language model
  • Human in the loop

Directory entry for education and market scanning. Not medical advice and not an endorsement.

Patient Engagement

Vendor-reported

A patient-facing symptom assessment, not a diagnosis

Ada is a symptom-assessment app that interviews a person and suggests possible causes plus a level of urgency. It is a patient-facing product, not a clinician order. Regulatory status and intended use differ by country. An assessment is not a diagnosis, not a prescription, and not a reason to delay emergency care when red-flag symptoms are present.

Ada

Vendor · 2024Read the case

Clinical Decision Support

Published

TREWS sepsis early warning on the inpatient ward

The Targeted Real-time Early Warning System (TREWS) watches the electronic record and asks a clinician to confirm or dismiss a possible sepsis alert. It was studied prospectively across five hospitals, not as a silent background score. The published association depends on a person acting on the alert within a few hours. It does not diagnose sepsis by itself.

TREWS · Bayesian Health

Paper · 2022Read the case

ICU & Critical Care

Illustrative

Suppressing non-actionable alarms in the ICU

This is an illustrative composite, not a trial report. A unit feeds monitor alarms through a second layer that withholds repeats already explained by motion, a loose lead, or a value the nurse just acknowledged. The bedside alarm for a new life-threatening rhythm still sounds. The point of the scenario is the governance question: who is allowed to silence what, and how a missed true alarm would be reviewed.

Multiparameter monitor · Local rules engine

Hospital · 2026Read the case
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