pith. machine review for the scientific record. sign in

Title resolution pending

· 2025 · DOI 10.1038/s42254-025-00839-z

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it
open at publisher browse 1 citing papers

Title metadata for this work has not finished resolving. The hub is built from the citation graph; the title resolver retries DOI and OpenAlex on its next pass.

fields

astro-ph.EP 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

Machine learning isotope shifts in molecular energy levels

astro-ph.EP · 2026-04-17 · unverdicted · novelty 7.0

Neural network corrects residual errors in isotopologue energy extrapolations for CO2 (MAE reduction in >87% of levels vs Marvel) and transfers patterns to improve CO predictions in >93% of samples.

citing papers explorer

Showing 1 of 1 citing paper.

  • Machine learning isotope shifts in molecular energy levels astro-ph.EP · 2026-04-17 · unverdicted · none · ref 7

    Neural network corrects residual errors in isotopologue energy extrapolations for CO2 (MAE reduction in >87% of levels vs Marvel) and transfers patterns to improve CO predictions in >93% of samples.