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
4 Pith papers cite this work. Polarity classification is still indexing.
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A literature synthesis that defines digital vehicle forensics, formalizes its evidence triage problem, derives eight characteristics, and proposes a characteristic-driven procedure as a conceptual framework.
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.
A scoping review of physics-informed machine learning for seismic wave propagation finds applications in forward and inverse problems with often comparable accuracy at lower cost, while identifying gaps in benchmarking, training cost, and 3D/experimental validation.
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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.