Evidence map›Paper›PMID 42645908›Full record

ArticleJournal of personalized medicine2026

Integration of Clinical, Cytokine, and Ultrasound Data Using Machine Learning Reveals a Multidimensional Inflammatory Signature in Polymyalgia Rheumatica.

Christian D'Elia, Edda Russo, Giada Santagata, Riccardo Terenzi, Francesca Li Gobbi, Emanuele Antonio Maria Cassarà, Elisa Cioffi, Valentina Grossi, Francesca Romano, Barbara Lari and 4 more

Abstract read
In one paragraph

Article in Journal of personalized medicine, 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

14 authors.

Christian D'EliaDepartment of Experimental and Clinical Medicine, Division of Rheumatology, University of Florence, 50134 Florence, Italy.
Edda RussoClinical Pathology Laboratory Unit, S. Giuseppe Hospital, Azienda USL Toscana Centro, 50053 Empoli, Italy.
Giada SantagataDepartment of Experimental and Clinical Medicine, Division of Rheumatology, University of Florence, 50134 Florence, Italy.
Riccardo TerenziRheumatology Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.ORCID 0000-0001-9342-2445
Francesca Li GobbiRheumatology Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.
Emanuele Antonio Maria CassaràRheumatology Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.ORCID 0000-0002-5009-1161
Elisa CioffiRheumatology Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.
Valentina GrossiImmunology and Allergology Laboratory Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.
Francesca RomanoGeneral Laboratory, Careggi University Hospital, 50134 Florence, Italy.
Barbara LariImmunology and Allergology Laboratory Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.
Maria InfantinoImmunology and Allergology Laboratory Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.ORCID 0000-0002-6200-4467
Mariangela ManfrediImmunology and Allergology Laboratory Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.
Serena GuiducciDepartment of Experimental and Clinical Medicine, Division of Rheumatology, University of Florence, 50134 Florence, Italy.ORCID 0000-0003-2722-6475
Maurizio BenucciRheumatology Unit, S. Giovanni di Dio Hospital, Azienda USL-Toscana Centro, 50143 Florence, Italy.ORCID 0000-0001-8180-6660

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencecytokinesdisease activitymachine learningpersonalized medicinepolymyalgia rheumaticaserum amyloid Aultrasound

Identifiers

PMID42645908
PMCPMC13514447

What Socratic holds

Textmetadata
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 Socratic graph.