Evidence map›Paper›PMID 39942754›Full record

ReviewMolecules (Basel, Switzerland)2025

Machine Learning Descriptors for CO

Ibrahim B Orhan, Yuankai Zhao, Ravichandar Babarao, Aaron W Thornton, Tu C Le

Abstract readReview
In one paragraph

Review in Molecules (Basel, Switzerland), 2025. 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

5 authors.

Ibrahim B OrhanSchool of Science, STEM College, RMIT University, G.P.O. Box 2476, Melbourne, VIC 3001, Australia.
Yuankai ZhaoSchool of Engineering, STEM College, RMIT University, G.P.O. Box 2476, Melbourne, VIC 3001, Australia.ORCID 0009-0004-5375-8189
Ravichandar BabaraoSchool of Science, STEM College, RMIT University, G.P.O. Box 2476, Melbourne, VIC 3001, Australia.
Aaron W ThorntonCSIRO Manufacturing Flagship, Clayton, Melbourne, VIC 3168, Australia.ORCID 0000-0002-7959-1397
Tu C LeSchool of Engineering, STEM College, RMIT University, G.P.O. Box 2476, Melbourne, VIC 3001, Australia.ORCID 0000-0003-3552-8211

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The influence of machine learning (ML) on scientific domains continues to grow, and the number of publications at the intersection of ML, CO

Indexed as

CO2 capturedescriptorsfeaturizationmachine learning

Identifiers

PMID39942754
PMCPMC11820763

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.