Powered by OpenAIRE graph
Found an issue? Give us feedback
ZENODOarrow_drop_down
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
versions View all 2 versions
addClaim

Analysis code for: How Analytical Shortcuts Inflate Radiomics Model Performance: A Factorial Decomposition of Information Leakage

Authors: GARCÍA HIDALGO, CLEMENTE;

Analysis code for: How Analytical Shortcuts Inflate Radiomics Model Performance: A Factorial Decomposition of Information Leakage

Abstract

Monte Carlo simulation code and real-data validation scripts for the study of cumulative performance inflation from stacked analytical decisions in radiomic pipelines. Includes: (1) pipeline.py — main simulation with six pipeline configurations (P1–P6), TCIA validation, figures, and statistical tests; (2) run_revision_analyses.py — supplementary analyses (low p/n, correlated features, inner-fold sensitivity). Requires Python ≥ 3.10. See README.md for full usage instructions.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average