Back to search

Article

On the Observability and Structural Identifiability of Radiobiological Models and the Case for Latent-State Adaptive Control

2026-05-13

Abstract excerpt

Mechanistic models in radiobiology have proliferated across FLASH ultra-high dose-rate radiotherapy, spatially fractionated radiation therapy (SFRT), and stereotactic body radiotherapy (SBRT), yet the field has not converged on unified mechanistic explanations despite decades of model development. We propose that this proliferation partly reflects a structural property of the model-observation pairing itself: clin...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
38f13bc3-abba-53eb-a07a-1db05dbf4a7f
DOI
10.20944/preprints202605.0822.v1
Open publication

Related research

Semantic proximity does not establish scientific evidence. Graph snapshot: 2026-09-29.

Click a neighbor to travelStep 1 · 8 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
On the Observability and Structural Identifiability of Radiobiological Models and the Case for Latent-State Adaptive ControlDOI 10.20944/preprints202605.0822.v1
Select a neighboring publication to make it the new centre.