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AI may predict patient decline at home before it happens

NCT ID NCT05045742

Knowledge-focused Sponsor: Brigham and Women's Hospital Source: ClinicalTrials.gov ↗

What the study statuses mean

This study's is highlighted.

Recruitment status, easiest to join first

Recruiting now
This trial is taking on new participants right now.
Not yet recruiting
Registered, but not yet taking participants.
By invitation only
Not open to general applications. Only people the study team invites can take part.
Paused
Paused for now. It may or may not start again.
Ongoing
Running, but no longer taking on new participants.
Completed This study
The trial has finished. Results may not be published yet.
Stopped early
Stopped early, before it reached the end. That can be for many reasons, including safety.
Cancelled
Cancelled before anyone took part.

Expanded access (not trials)

Expanded access
Not a trial. This treatment can be requested outside a study, case by case, for people who qualify.
Expanded access (paused)
Not a trial. The treatment can normally be requested outside a study, but is unavailable right now.
Expanded access (ended)
Not a trial. The treatment could once be requested outside a study, but no longer can.
Approved
The treatment has been approved, so it is available normally rather than through this programme.

When the status isn't known

Details not published
The full record has not been published yet, so there is little to show here.
Status unknown
This status has not been confirmed recently, so it may be out of date.

First seen Jun 25, 2026 · Last updated Jun 27, 2026 · Updated 1 time

Summary

This study tested a machine learning algorithm to predict if a patient being cared for at home would deteriorate. Researchers used data from over 500 patients to train the algorithm and compared its alerts to traditional vital sign alarms. The goal is to catch problems earlier and reduce emergencies.

What this could mean

Our plain-language read of the trial. This is informational only, not medical advice or a prediction.

What this could lead to
If successful, this could lead to better early warning systems for patients being cared for at home, potentially reducing hospital readmissions and emergencies.
What could go wrong
This is a retrospective observational study, not a clinical trial testing a treatment. The algorithm may not work as well in real-time or in different patient populations.

This is an AI summary of the original study and may miss details. Read our disclaimer.

Study facts

What this study's own registry entry says, in plain language.

Participants

526 people

The number who actually took part.

Started

Mar 2021

Finished

Feb 2026

Lead sponsor

Other sponsor

The registry's catch-all category, for sponsors it does not file as a company, a government agency, or a research network.

Who can take part

This study's own entry requirements. Only the study team can say for certain whether you qualify.

Who is studied

Subjects admitted at Brigham and Women's Hospital and Brigham and Women's Faulkner Hospital who meet primary diagnosis, age, and geographic residence requirements and are enrolled in home hospital.

Ages

18 years and older

Sex

Anyone

Healthy volunteers

Not accepted

This study is not open to healthy volunteers. The entry requirements below say who it is open to.

Show the full entry requirements

Copied word for word from the study's registry entry, so the wording is the study team's rather than ours.

Inclusion Criteria: Cared for in the Brigham and Women's Home Hospital study Exclusion Criteria: Incomplete continuous monitoring data

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Conditions

The condition(s) this trial relates to.

asthma atrial fibrillation chronic kidney disease chronic obstructive pulmonary disease chronic renal failure syndrome gout heart failure Hypertensive Crisis hypertensive urgency Infections infectious disease

As listed by the trial registrant

The condition terms exactly as the trial's registrant entered them.

Anticoagulants; increased Asthma Atrial fibrillation rapid Chronic kidney diseases Chronic obstructive pulmonary disease Gout flare Heart failure Hypertensive urgency Infection

Contacts and locations

Locations

  • Brigham and Women's Faulkner Hospital

    Boston, Massachusetts, 02130, United States

  • Brigham and Women's Hospital

    Boston, Massachusetts, 02115, United States

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