ReviewDiagnostics (Basel, Switzerland)2026
The Evolving Role of Artificial Intelligence in Dermatology: A Meta-Analysis of Diagnostic Performance, Clinical Applications, and Implementation Challenges (2003-2025).
Nina Ivanovic, Marius Florentin Popa, Ana-Olivia Toma, Nicolae Ciprian Pilut, Roxana Manuela Fericean, Daniela Crainic, Andreea Nelson Twakor, Daniela Vasilica Serban, Kersztin Lorett Csiki, Raluca Dumache
Abstract readReview
In one paragraphReview in Diagnostics (Basel, Switzerland), 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
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 registryThe 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 literatureWho cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
10 authors.
Nina IvanovicDepartment of Dermatology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.ORCID 0009-0005-2187-289X Marius Florentin PopaDepartment of Forensic Pathology, Faculty of Medicine, "Ovidius" University, Aleea Universitatii Nr 1, 900591 Constanta, Romania.ORCID 0009-0002-7114-5226 Ana-Olivia TomaDepartment of Dermatology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.
Nicolae Ciprian PilutDepartment of Dermatology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.ORCID 0009-0006-9681-8289 Roxana Manuela FericeanDepartment of Dermatology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.ORCID 0000-0002-0776-0809 Daniela CrainicDepartment of Dermatology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.
Andreea Nelson TwakorInternal Medicine Department, Sf. Apostol Andrei" Emergency County Hospital, 145 Tomis Blvd., 900591 Constanta, Romania.ORCID 0000-0002-5872-4381 Daniela Vasilica SerbanDepartment of Dermatology, "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.ORCID 0009-0004-8837-1558 Kersztin Lorett CsikiDoctoral School of Medicine "Victor Babes", "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.
Raluca DumacheResearch Center for Ethics in Human Genetic Identification (EtIGen), "Victor Babes" University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania.ORCID 0000-0003-1790-8130 Funding
No grant is acknowledged in the PubMed record.
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
algorithmic biasartificial intelligenceconvolutional neural networkdeep learningdermatologydiagnostic performancemelanomameta-analysissystematic review
Identifiers
PMID42739227
PMCPMC13565598
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