Evidence map›Paper›PMID 39660292›Full record

ReviewChemical science2025

Beyond chemical structures: lessons and guiding principles for the next generation of molecular databases.

Timo Sommer, Cian Clarke, Max García-Melchor

Abstract readReview
In one paragraph

Review in Chemical science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
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.

Timo SommerSchool of Chemistry, CRANN and AMBER Research Centres, Trinity College Dublin, College Green Dublin 2 Ireland maxgarcia@cicenergigune.com.ORCID https://orcid.org/0000-0002-1706-3302
Cian ClarkeSchool of Chemistry, CRANN and AMBER Research Centres, Trinity College Dublin, College Green Dublin 2 Ireland maxgarcia@cicenergigune.com.ORCID https://orcid.org/0000-0002-7245-5368
Max García-MelchorSchool of Chemistry, CRANN and AMBER Research Centres, Trinity College Dublin, College Green Dublin 2 Ireland maxgarcia@cicenergigune.com.ORCID https://orcid.org/0000-0003-1348-4692

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Databases of molecules and materials are indispensable for advancing chemical research, especially when enriched with electronic structure information from quantum chemistry methods like density functional theory. In this perspective, we review and analyze the current landscape of materials and molecular databases containing quantum chemical data. Our analysis reveals that the materials community has significantly benefited from data platforms such as the Materials Project, which seamlessly integrate chemical structures, electronic structure data, and open-source software. Conversely, quantum chemical data for molecular systems remains largely fragmented across individual datasets, lacking the comprehensive framework of a unified database. We distilled insights from these existing data resources into seven guiding principles termed QUANTUM, which build upon the foundational FAIR principles of data sharing (Findable, Accessible, Interoperable, and Reusable). These principles are aimed at advancing the development of molecular databases into robust, integrated data platforms. We conclude with an outlook on both short- and long-term objectives, guided by these QUANTUM principles, to foster future advancements in molecular quantum databases and enhance their utility for the research community.

Identifiers

PMID39660292
PMCPMC11626465

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.