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A comparative analysis in a clinical cohort: multiple imputation by chained equations and a novel super learner-based imputation approach.

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Bibliographic Details
Title: A comparative analysis in a clinical cohort: multiple imputation by chained equations and a novel super learner-based imputation approach.
Authors: Zbysinski T; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA. tony.zbysinski@refinedscience.com., Wu L; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Dale J; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Coates J; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Sapiah K; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Reuben J; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Markson F; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Kulkarni U; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA., Islam N; RefinedScience, 2115 N Scranton Street, Suite 2-70, Aurora, Colorado, 80045, USA.
Source: BMC medical research methodology [BMC Med Res Methodol] 2026 May 12; Vol. 26 (1). Date of Electronic Publication: 2026 May 12.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968545 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2288 (Electronic) Linking ISSN: 14712288 NLM ISO Abbreviation: BMC Med Res Methodol Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1471-2288
DOI:10.1186/s12874-026-02858-5