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Clinical Implementation of Machine Learning System Operation with Discharge Prediction in Patients with Heart Failure

Clinical Implementation of Machine Learning System Operation with Discharge Prediction in Patients with Heart Failure - DISCHARGE-HF

Status
Active, not recruiting
Phases
Unknown
Study type
Interventional
Source
JPRN
Registry ID
JPRN-UMIN000055341
Enrollment
68
Registered
2024-08-28
Start date
2024-08-28
Completion date
Unknown
Last updated
2026-06-29

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Heart Failure

Interventions

Patients hospitalized with a diagnosis of heart failure by a Board Certified Member of The Japanese Circulation Society after October 2024, when the prediction model will be introduced into clinical

Sponsors

Tohoku University Hospital
Lead Sponsor

Eligibility

Sex/Gender
All

Inclusion criteria

Inclusion criteria: he classification will be based on the ACCF/AHA heart failure stage classification, stages C and D. The results of medical examinations by a Board Certified Member of The Japanese Circulation Society will also be used for the classification.

Exclusion criteria

Exclusion criteria: Cases to be excluded at the time of registration are those that fall into the following criterias. Patients transferred from other hospitals or departments, or transferred to other departments Hospitalization for a medical checkup Cases deemed inappropriate for registration by a Board Certified Member of The Japanese Circulation Society Cases to be excluded at the time of analysis are those that fall into the following criterias. Medical hospital stay of 7 days or less Medical hospital stay of 29 days or more Discharged due to death Transfer to another department Cases deemed inappropriate for analysis by a Board Certified Member of The Japanese Circulation Society

Design outcomes

Primary

MeasureTime frame
The model significantly reduces length of hospital stay for heart failure patients compared to heart failure patients in the same period of the previous year.

Countries

Japan

Contacts

Public ContactKazuma Oyama

Tohoku University Hospital Department of Cardiovascular Medicine

kazuma.ohyama.e4@tohoku.ac.jp022-717-7153

Outcome results

None listed

Source: JPRN (via WHO ICTRP) · Data processed: Jul 3, 2026