Only 12.2% of 3,967 eligible prediction model studies share code, with shared repositories frequently lacking dependency specifications and modular structure needed for reproducibility.
Tricco, Erin Lillie, Wasifa Zarin, Kelly K
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Scoping review of 30 papers finds that vertical methods for linear and logistic regression on partitioned health data rarely achieve equivalence to pooled analyses while also being communication-efficient and verifiably private.
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Code Sharing In Prediction Model Research: A Scoping Review
Only 12.2% of 3,967 eligible prediction model studies share code, with shared repositories frequently lacking dependency specifications and modular structure needed for reproducibility.
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Multi-Site Health Research Integrating Complementary Data Sources: A Scoping Review of Statistical Inference Methods for Vertically Partitioned Data
Scoping review of 30 papers finds that vertical methods for linear and logistic regression on partitioned health data rarely achieve equivalence to pooled analyses while also being communication-efficient and verifiably private.