Attribution: Colin Son, Seldinger, Inc., ORCID 0000-0002-1782-0537
This cleaned release contains public/non-PHI reproducibility material for the selected real Seldinger Phase 7 run phase7-experiment-20260715T080239Z-f7ae7d96 / work order wo-41abfb21e290b725.
- Small derived CSV tables under
data/. - Publication figures under
figures/. scripts/reproduce_tables_figures.py, which regenerates the public summary figures from the derived CSVs.environment.yml.public_manifest.jsonwith exact public dataset identifiers and download commands.
No credentials, no PHI, no private clinical data, no raw MedMNIST NPZ files, no model checkpoints, no provider logs with secrets, no local private filesystem paths, and no oversized scratch artifacts are included.
conda env create -f environment.yml
conda activate seldinger-phase7b-public
python scripts/reproduce_tables_figures.pyThe selected run used public MedMNIST v2 datasets via the Hugging Face mirror albertvillanova/medmnist-v2:
data/chestmnist.npzdata/octmnist.npzdata/organamnist.npz
Download commands and split notes are in public_manifest.json. Cite MedMNIST v2: Yang et al., Scientific Data 2023, doi:10.1038/s41597-022-01721-8.
The release supports the preprint's bounded claim: simple public-data probe representations showed dataset-dependent discrimination and calibration/failure behavior. It does not include BiomedCLIP/OpenCLIP/DINOv2 embeddings; those were explicitly missing in the selected artifacts and are listed as follow-up work.