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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A Scoping Review of Physics Informed Machine Learning for Wave Propagation Modeling in Seismology
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.