Connecting concrete technology and machine learning: proposal for application of ANNs and CNT/concrete composites in structural health monitoring.

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.

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.

Who cites it

4 citing papers in PubMed.

1. Prediction of compressive strength of fiber-reinforced concrete containing silica (SiOScientific reports · 2025
   Article
2. Effect of surfactant concentration on the evaporation-driven deposition of carbon nanotubes: from coffee-ring effect to strain sensing.RSC advances · 2022
   Article
3. A Neural Network Model of Smart Aging Combining Family Structure Change Factors.Computational intelligence and neuroscience · 2022
   Article
4. Recent Advancements in Carbon Nano-Infused Cementitious Composites.Materials (Basel, Switzerland) · 2021
   Review

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

Authors and funding

2 authors.

Funding

No grant is acknowledged in the PubMed record.

Abstract