Evidence map›Paper›PMID 42406157›Full record

ArticleJournal of computer-aided molecular design2026

A linear models approach to optimize carbazole-based dyes for solar cell applications.

Emanuel F Dos S Mattos, Carlos R A Daniel, Nivan B da Costa Júnior

Abstract read
In one paragraph

Article in Journal of computer-aided molecular design, 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

3 authors.

Emanuel F Dos S MattosDepartment of Chemistry, Federal University of Sergipe Foundation, Sergipe, 49100-000, Brazil.
Carlos R A DanielDepartment of Statistics, Federal University of Sergipe Foundation, Sergipe, 49100-000, Brazil.
Nivan B da Costa JúniorDepartment of Chemistry, Federal University of Sergipe Foundation, Sergipe, 49100-000, Brazil. nivan@academico.ufs.br.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The excellent characteristics of carbazole-based dyes have resulted in DSSCs with power conversion efficiencies (PCEs) that are among the highest for metal-free dyes. However, the rational modification of these structures remains a challenge. In this work, 126 carbazole-based dyes were used in the development of models to predict the efficiency of DSSCs and to describe the relation between dye structure and cell efficiency. Using variable selection techniques (genetic algorithm and best subsets) on a pool of 2393 molecular descriptors (2D, 3D, quantum, and spectroscopic), three multiple linear regression models were obtained that satisfied well-established validation criteria (e.g., R

Indexed as

CarbazolesColoring AgentsElectric Power SuppliesSolar EnergyGenetic AlgorithmsLinear ModelsMolecular StructurecarbazoleCarbazolesColoring AgentsDFTMetal-freeMLRQuantitative structure-activity relationshipSolar energy

Identifiers

PMID42406157
PMCPMC13337791

What OpenQuestion holds

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Registered trials

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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.