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Risk prediction model for heart failure patients within 30-day all-cause readmission using natural language processing and machine learning

Risk prediction model for heart failure patients within 30-day all-cause readmission using natural language processing and machine learning

Status
Active, not recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2200064728
Enrollment
Unknown
Registered
2022-10-15
Start date
2022-10-15
Completion date
Unknown
Last updated
2023-05-15

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

Conditions

Heart Failure

Interventions

Case series:None

Sponsors

Peking University Shenzhen Hospital
Lead Sponsor

Eligibility

Sex/Gender
All
Age
18 Years to No maximum

Inclusion criteria

Inclusion criteria: 1. Adult patients aged>=18 years old; 2. Those who have not previously suffered from heart failure, have been diagnosed with heart failure, or have been repeatedly hospitalized due to heart failure; 3. During hospitalization, the main medical diagnoses clearly include patients with acute and chronic heart failure (ICD-10 disease code: 402. x1404. x1, 404. x3, 428. xx), as well as various types of chronic heart failure patients; 4. Hospitalization diagnosis and treatment information can be fully obtained (including EHRs such as medical and nursing records); 5. Patients who are re admitted to the hospital due to heart failure regardless of the underlying cause; 6. Those who are re admitted to our hospital or have received treatment at other medical institutions and can clearly identify heart failure as the cause (such as providing disease diagnosis certificate, first course record, discharge summary, etc.); 7. The interval between two hospitalizations is within 30 days, including those who are discharged on the day of discharge and those who are re admitted on the 30th day after discharge; 8. For patients who have been hospitalized multiple times (>2 times) due to heart failure within 30 days, the first hospitalization information shall prevail; 9. Informed consent and voluntary participation in research.

Exclusion criteria

Exclusion criteria: 1. The previous hospitalization outcome was automatic discharge, transfer, or death; 2. Hospitalization to other departments or medical institutions due to non heart failure reasons during the interval between two hospitalization treatments for heart failure; 3. Refuse to accept follow-up, loss of follow-up, or withdraw from the study midway; 4. Patients with missing data in medical records exceeding 20%.

Design outcomes

Primary

MeasureTime frame
Toal cause 30-day readmission;

Countries

China

Contacts

Public ContactLiu Guiying

Peking University Shenzhen Hospital

guiying_liu@126.com+86 18899776715

Outcome results

None listed

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