Evidence map›Paper›PMID 42795235›Full record

ArticleMaterials (Basel, Switzerland)2026

Machine Learning-Driven Prediction of Formability and Cubic Phase in Compositionally Complex ABO

Jie Zhao, Xiaoyan Wang

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 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

2 authors.

Jie ZhaoCollege of Chemical Engineering, Nanjing Tech University, Nanjing 211816, China.ORCID 0000-0002-7712-6635
Xiaoyan WangSchool of Computer Science, Nanjing Audit University, Nanjing 211815, China.ORCID 0000-0003-1939-3839

Funding

Natural Science Foundation of Jiangsu Province BK20200690
6 · The paper itself

Abstract

Perovskite oxides (ABO

Indexed as

cubic structureformabilityhigh-throughput screeningmachine learningperovskite oxides

Identifiers

PMID42795235
PMCPMC13608706

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.