Explicit Mechanistic Operators in Predictive Virtual Cells: Evidence, Failure Modes, and a Minimum Falsification Framework for Single-Cell Perturbation Prediction.
- DOI
- 10.3390/cells15181711
- Published
- 2026 Sep 20
- Container
- Cells
- Publisher
- Not recorded
- Open access
- yes
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Cite this work
BibTeX
@article{allodium:10.3390/cells15181711,
title = {Explicit Mechanistic Operators in Predictive Virtual Cells: Evidence, Failure Modes, and a Minimum Falsification Framework for Single-Cell Perturbation Prediction.},
author = {Stańczak M and Niazi SK},
year = {2026},
journal = {Cells},
doi = {10.3390/cells15181711},
url = {https://doi.org/10.3390/cells15181711}
}RIS
TY - JOUR TI - Explicit Mechanistic Operators in Predictive Virtual Cells: Evidence, Failure Modes, and a Minimum Falsification Framework for Single-Cell Perturbation Prediction. AU - Stańczak M AU - Niazi SK PY - 2026 JO - Cells DO - 10.3390/cells15181711 UR - https://doi.org/10.3390/cells15181711 ER -
APA
M, S., & SK, N. (2026). Explicit Mechanistic Operators in Predictive Virtual Cells: Evidence, Failure Modes, and a Minimum Falsification Framework for Single-Cell Perturbation Prediction.. Cells. https://doi.org/10.3390/cells15181711