ArticleDiagnostics (Basel, Switzerland)2026
Integrating Host Genetics and Clinical Setting in Machine Learning Models: Predicting COVID-19 Prognosis for Healthcare Decision-Making (The FeMiNa Study).
Elisabetta D'Aversa, Bianca Antonica, Miriana Grisafi, Rosanna Asselta, Elvezia Maria Paraboschi, Angelina Passaro, Stefano Volpato, Francesca Remelli, Massimiliano Castellazzi, Alberto Maria Marra and 7 more
Abstract read
In one paragraphArticle 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.
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0citing papers in PubMed
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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.
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4 · The recordCorrections and comments
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5 · Who and what moneyAuthors and funding
17 authors.
Elisabetta D'AversaDepartment of Translational Medicine, University of Ferrara, 44121 Ferrara, Italy.ORCID 0000-0003-3058-5866 Rosanna AsseltaDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0001-5351-0619 Elvezia Maria ParaboschiDepartment of Biomedical Sciences, Humanitas University, 20072 Pieve Emanuele, Italy.ORCID 0000-0002-7935-798X Stefano VolpatoDepartment of Medical Science, University of Ferrara, 44121 Ferrara, Italy.
Francesca RemelliDepartment of Medical Science, University of Ferrara, 44121 Ferrara, Italy.
Massimiliano CastellazziDepartment of Neurosciences and Rehabilitation, University of Ferrara, 44121 Ferrara, Italy.ORCID 0000-0001-6555-6075 Alberto Maria MarraDepartment of Translational Medical Sciences, Federico II University, 80131 Naples, Italy.ORCID 0000-0002-9679-3003 Antonio CittadiniDepartment of Translational Medical Sciences, Federico II University, 80131 Naples, Italy.
Roberta D'AssanteInterdepartmental Centre for Research in Gender Medicine-GENESIS, Federico II University, 80131 Naples, Italy.
Francesca SalvatoriDepartment of Translational Medicine, University of Ferrara, 44121 Ferrara, Italy.ORCID 0000-0001-8950-9978 Ajay Vikram SinghDepartment of Chemical and Product Safety, German Federal Institute for Risk Assessment (BfR), 10589 Berlin, Germany.ORCID 0000-0002-9875-7727 Funding
University of Ferrara COVID-19 grantUniversity of Ferrara FAR D.G.University of Ferrara FAR V.T.University of Ferrara FIRD D.G.University of Ferrara FIRD V.T.
6 · The paper itselfAbstract
PubMed holds no abstract for this paper.
Indexed as
artificial intelligenceCOVID-19healthcare solutionshost geneticsmachine learningpredictive model
Identifiers
PMID41750731
PMCPMC12939118
What OpenQuestion holds
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