Evidence map›Paper›PMID 39974345›Full record

ArticleJournal of materials science. Materials in electronics2025

On fault-tolerant Boolean functions in proteinoids-ZnO colloids.

Noushin Raeisi Kheirabadi, Panagiotis Mougkogiannis, Raphael Fortulan, Nic Roberts, Alessandro Chiolerio, Andrew Adamatzky

Abstract read
In one paragraph

Article in Journal of materials science. Materials in electronics, 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. Logical circuits in colloids.Royal Society open science · 2024
    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

6 authors.

Noushin Raeisi KheirabadiUnconventional Computing Laboratory, UWE, Bristol, UK.ORCID 0000-0001-9682-1273
Panagiotis MougkogiannisUnconventional Computing Laboratory, UWE, Bristol, UK.
Raphael FortulanUnconventional Computing Laboratory, UWE, Bristol, UK.
Nic RobertsDepartment of Engineering and Technology, University of Huddersfield, Huddersfield, UK.
Alessandro ChiolerioUnconventional Computing Laboratory, UWE, Bristol, UK.
Andrew AdamatzkyUnconventional Computing Laboratory, UWE, Bristol, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study investigates the computational properties of ZnO colloids in combination with proteinoid microspheres within an unconventional computing framework. We propose a method for creating flexible and fault-tolerant logic gates utilising this colloidal system. The colloidal matrix receives binary strings with an electrical impulse representing a logical "True" and its absence representing a "False". Electrical responses are recorded, and Boolean functions are extracted. This nano-bio hybrid of ZnO colloids and proteinoids has the potential to power next-generation unconventional computing systems that can adapt to changing environments, paving the way for novel nano-bio hybrid computing architectures.

Identifiers

PMID39974345
PMCPMC11832668

What OpenQuestion holds

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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.