Evidence map›Paper›PMID 40594099›Full record

ArticleScientific reports2025

A hybrid prediction and multi-objective optimization framework for limestone calcined clay cement concrete mixture design.

Xi Chen, Weiyi Chen, Zongao Li, Pu Zhang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Scientific reports, 2025. 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

4 authors.

Xi ChenSchool of Civil and Environmental Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore, 639798, Singapore.
Weiyi ChenSchool of Civil Engineering, Zhengzhou University, No.100 Science Avenue, Zhengzhou, 450001, China. chenweiyi@zzu.edu.cn.
Zongao LiSchool of Civil Engineering, Zhengzhou University, No.100 Science Avenue, Zhengzhou, 450001, China.
Pu ZhangSchool of Civil Engineering, Zhengzhou University, No.100 Science Avenue, Zhengzhou, 450001, China.

Funding

Natural Science Foundation of Henan Province No. 242300421429
6 · The paper itself

Abstract

Limestone calcined clay cement (LC

Indexed as

Limestone calcined clayMachine learningMix designMulti-objective optimization

Identifiers

PMID40594099
PMCPMC12215958

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.