Oxygen-centered dynamical organization of chemical space

Recoverability (ERC vulnerability) along the candidate dynamical axis (PC1).
A structured gradient appears to emerge despite weak correlation with simple geometric distance metrics.

A minimal ERC-based framework exploring whether chemical space may exhibit structured variation in dynamical accessibility.

This work explores whether oxygen-centered representations of chemical space may reveal an underlying dynamical organization.

While chemical space is typically described in terms of similarity and static properties, this framework asks a different question:

not just which states exist — but which remain dynamically reachable.

Using a minimal Endogenous Reachability Collapse (ERC) framework, each element is embedded relative to oxygen and subjected to controlled perturbations, allowing the system to be probed in terms of recoverability rather than proximity alone.

This framework extends prior observations from oxygen-centered geometry and oxygen-relative chemical space by introducing a dynamical criterion: recoverability under transient forcing, suggesting that these structures may reflect a dynamical constraint rather than purely geometric organization.
Related work:

• DOI (Zenodo)
https://doi.org/10.5281/zenodo.20026665

• View Code (GitHub)
https://github.com/jaimeojse-collab/oxygen-centered-dynamical-organization/tree/main

This work may be consistent with broader questions on recoverability, rate-constrained dynamics, and accessibility in oxygen-mediated chemical systems.

Jaime Ojeda

Comenzó su trayectoria en 2007, trabajando en un brewpub en Chicago. Su sed de conocimiento lo llevó a estudiar en el Siebel Institute of Technology/World Brewing Academy, perfeccionando sus habilidades y conocimientos.

Ha participado en diversos paneles de cata y prestigiosas competencias a nivel internacional, entre las que se incluyen el World Beer Cup, Brussels Beer Challenge, Copa Cervezas de América, Copa de Cervezas de Brasil, South Beer Cup, entre otros . Su talento y paladar experto le han valido reconocimiento en el mundo cervecero.

En 2008, creó el portal ConEspuma.com con el objetivo de educar y promover el consumo responsable de cerveza. Su compromiso con la difusión del conocimiento cervecero ha dejado una huella en la comunidad.

Hoy en día, trabaja como consultor independiente, brindando su valiosa experiencia a empresas y emprendedores que desean sobresalir en la industria cervecera.

https://conespuma.com/
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Oxygen-relative chemical space may encode structured dynamical accessibility regimes