Elena Krikun

Evaluating the Identifiability of Temporal Delay and Response Attenuation in Endometrial Decidualization

The paper evaluates the identifiability of temporal delay and response attenuation in endometrial decidualization using computational models and datasets, showing that distinguishing these mechanisms requires careful analysis.

Latent-Factor Stability Is Not Sufficient: Evaluating SABLE-MO in Simulated and Cancer Multi-Omics Data

The paper evaluates SABLE-MO's performance in identifying shared factors in multi-omics data, finding that stricter retention reduces errors but does not eliminate them.

External Evaluation of Multi-Omics Prognostic Models Across TCGA-BRCA and METABRIC: Transportability, Stability, and Incremental Performance

The paper evaluates multi-omics prognostic models across TCGA-BRCA and METABRIC, finding limited incremental performance and highlighting issues with model transportability and feature stability.

When Prognostic Compatibility Does Not Guarantee Transfer Utility in Event-Limited Cross-Species Survival Modeling

The paper evaluates cross-species survival modeling in osteosarcoma, finding that prognostic compatibility does not ensure safe transfer utility due to negative transfer and model-selection bias.