Evidence map›Paper›PMID 42530996›Full record

ArticleMolecular informatics2026

Design of Thermotropic Liquid Crystal Molecules With a Wide Temperature Range for the Liquid Crystal Phase Using Machine Learning.

Naoki Masuyama, Hiromasa Kaneko

Abstract read
In one paragraph

Article in Molecular informatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

2 authors.

Naoki MasuyamaDepartment of Applied Chemistry, School of Science and Technology, Meiji University, Kawasaki, Kanagawa, Japan.ORCID https://orcid.org/0009-0008-7749-9758
Hiromasa KanekoDepartment of Applied Chemistry, School of Science and Technology, Meiji University, Kawasaki, Kanagawa, Japan.ORCID https://orcid.org/0000-0001-8367-6476

Funding

Japan Society for the Promotion of Science 24K01234Japan Society for the Promotion of Science 24K08152
6 · The paper itself

Abstract

Thermotropic liquid crystals are functional materials whose phase structures change with temperature. They exhibit mesophases-intermediate states between solid and liquid. There is demand for materials that maintain a stable mesophase over a wide temperature range ΔT

Indexed as

Liquid CrystalsMachine LearningPhase TransitionTemperatureTransition Temperaturemesophasemesophase temperature rangethermotropic liquid crystaltransition temperature

Identifiers

PMID42530996
PMCPMC13422677

What OpenQuestion holds

Textmetadata
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.