All studies
Cardiology · EHR · US
Wang 2026
Heart failure with reduced ejection fraction
DAG reportedITTSuperiorityAcademia, Government2/5 disclosures
Comparisons
1
In the analysis
0
1 withheld
Target trials
1
Emulations reported
1
2 treatments
Design and methods
- Estimand
- ITT
- Design hypothesis
- Superiority
- Matching / weighting
- IPTW using logistic regression and gradient boosting
- Analysis method
- Weighted Cox proportional hazards model
- Missing data
- Not reported
- DAG
- Yes
- QBA
- No
Data and sample
- Data type
- EHR
- Data sources
- 1
- Geography
- US
- Eligible sample
- 2447
- Treated
- 583
- Control
- 1864
- Emulations
- 1
- Treatments compared
- 2
Transparency
- Protocol
- No pre-registration
- Preprint
- No preprint
- Data availability
- Unavailable
- Code availability
- Unavailable
- Conflicts of interest
- Declared: Industry, Government
- COI institutions
- Patents and industry relationships listed in the report
- Funding
- Declared: Public
- Funders
- National Institutes of Health and US Department of Veterans Affairs
The 0-5 count records which disclosures are present. It is not a quality score: a data link does not establish that the data are reusable.
Provenance
- Review key
- 2026_Wang_PARADIGMHF
- DOI
- 10.1007/s10654-025-01341-7
- Affiliations
- US Department of Veterans Affairs and academic collaborators
- Sector
- Academia, Government
- Target trials (study level)
- PARADIGM-HF device subgroup
- Registration
- NCT01035255