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Decision-making model for etiological diagnosis and prognosis assessment of heart failure based on machine learning

Decision-making model for etiological diagnosis and prognosis assessment of heart failure based on machine learning

Status
Active, not recruiting
Phases
Early Phase 1
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR1900027044
Enrollment
Unknown
Registered
2019-10-29
Start date
2019-11-01
Completion date
Unknown
Last updated
2019-11-04

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

Conditions

Heart Failure

Interventions

Gold Standard:Clinical outcome
model

Sponsors

Shanghai Chest Hospital
Lead Sponsor

Eligibility

Sex/Gender
Male

Inclusion criteria

Inclusion criteria: Male or female, age = 18 years, first diagnosed as heart failure by clinical, cardiac and heart failure markers (diagnostic criteria based on "Chinese Heart Failure Diagnosis and Treatment Guide 2018")

Exclusion criteria

Exclusion criteria: Age less than 18 years; 3 months prior to implantation of CRT or recent planned implantation of CRT; severe valvular disease; complex congenital heart disease; symptomatic bradycardia without cardiac pacemaker or second or third degree cardiac resistance Stagnation; MR contraindications (eg, after pacemaker implantation, mechanical valve replacement, left atrial appendage, artificial joints, etc.); unable to cooperate and provide informed consent; estimated survival of no more than 12 months Non-cardiogenic end-stage disease or other diseases (such as malignant tumors, cirrhosis, etc.); pregnancy or planned pregnancy; orthotopic heart transplantation or ventricular assist device installation within 12 months; unable to proceed according to research plan or entered Group or plan to enroll other research projects or disagree to participate in the study.

Design outcomes

Primary

MeasureTime frame
Cardiovascular death or relapse rate of heart failure;SEN, SPE, ACC, AUC of ROC;

Countries

China

Contacts

Public ContactMin Zhang

Shanghai Chest Hospital

zhangminxk@126.com+86 18017320207

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026