Evidence map›Paper›PMID 41311897›Full record

ArticleChemical & biomedical imaging2025

Gamma Correction and Color Space Transformations for Quantitative Analysis of Electrochemiluminescence Images Using Smartphone Cameras.

Stephania Rodríguez Muiña, Rajendra Kumar Reddy Gajjala, Eduardo Fernández Martín, Francisco Javier Del Campo

Abstract read
In one paragraph

Article in Chemical & biomedical imaging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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.

Stephania Rodríguez MuiñaBasque Center for Materials, BCMaterials Applications and Nanostructures. UPV/EHU Parque Científico, Leioa, Bizkaia E-48940, Spain.ORCID https://orcid.org/0009-0006-3196-8964
Rajendra Kumar Reddy GajjalaBasque Center for Materials, BCMaterials Applications and Nanostructures. UPV/EHU Parque Científico, Leioa, Bizkaia E-48940, Spain.
Eduardo Fernández MartínBasque Center for Materials, BCMaterials Applications and Nanostructures. UPV/EHU Parque Científico, Leioa, Bizkaia E-48940, Spain.
Francisco Javier Del CampoBasque Center for Materials, BCMaterials Applications and Nanostructures. UPV/EHU Parque Científico, Leioa, Bizkaia E-48940, Spain.ORCID https://orcid.org/0000-0002-3637-5782

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Quantitative imaging of luminescent signals, ranging from electrochemiluminescence (ECL) and chemiluminescence to colorimetric assays, is increasingly performed using consumer-grade digital cameras and smartphones. However, device-dependent variability, nonlinear signal encoding, and the absence of standardized workflows hinder reproducibility and quantification accuracy. This work presents a generalized methodology for robust signal quantification in luminescent systems using digital imaging, with ECL as a model case. By combining synchronized electrochemical control, manual optimization of imaging parameters, gamma correction, and color space transformations, accurate device-independent analysis is enabled. Using Ru-(bpy)

Indexed as

Colorimetrycolor space transformationselectrochemiluminescence (ECL)gamma correctionimage analysisoptical biosensingsignal quantificationsmartphone

Identifiers

PMID41311897
PMCPMC12648430

What OpenQuestion holds

Textmetadata
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.