Evidence map›Paper›PMID 42240405›Full record

ArticleJournal of chemical theory and computation2026

Adaptive Vibrational Coordinates

Emil Vogt, Álvaro Fernández Corral, Yahya Saleh

Abstract read
In one paragraph

Article in Journal of chemical theory and computation, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Emil VogtCenter for Free-Electron Laser Science Cfel, Deutsches Elektronen-Synchrotron DESY, Notkestr. 85, Hamburg 22607, Germany.ORCID 0000-0003-3335-9813
Álvaro Fernández CorralIndependent Researcher, Madrid, Spain.ORCID 0009-0009-5727-5578
Yahya SalehIndependent Researcher, Hamburg, Germany.ORCID 0000-0002-3235-217X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Normalizing flows have recently been proposed to learn optimal vibrational coordinates tailored for a given molecule. It was demonstrated that such learned coordinates achieve substantial improvements in the accuracy of vibrational spectral calculations and capture essential vibrational behavior of molecules. We extend this framework to incorporate molecular symmetry by introducing a novel

Identifiers

PMID42240405
PMCPMC13296482

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.