Evidence map›Paper›PMID 38999454›Full record

ArticleJournal of clinical medicine2024

Machine Learning Prediction of Treatment Response to Biological Disease-Modifying Antirheumatic Drugs in Rheumatoid Arthritis.

Fatemeh Salehi, Luis I Lopera Gonzalez, Sara Bayat, Arnd Kleyer, Dario Zanca, Alexander Brost, Georg Schett, Bjoern M Eskofier

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.

0numbers the graph read from it
0cells of the map it votes in
15citing 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

15 citing papers in PubMed.

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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

8 authors.

Fatemeh SalehiMachine Learning and Data Analytics Laboratory, Department Artificial Intelligence in Biomedical Engineering, Friedrich Alexander University Erlangen-Nuremberg, 91052 Erlangen, Germany.
Luis I Lopera GonzalezInstutue of Digital Health, Friedrich Alexander University Erlangen-Nuremberg, 91052 Erlangen, Germany.ORCID 0000-0002-3188-5302
Sara BayatDepartment of Internal Medicine 3, Rheumatology and Immunology, University Hospital Erlangen, 91054 Erlangen, Germany.
Arnd KleyerDepartment of Rheumatology and Clinical Immunology, Charité-University Medicine Berlin, 10117 Berlin, Germany.
Dario ZancaMachine Learning and Data Analytics Laboratory, Department Artificial Intelligence in Biomedical Engineering, Friedrich Alexander University Erlangen-Nuremberg, 91052 Erlangen, Germany.ORCID 0000-0001-5886-0597
Alexander BrostSiemens Healthcare GmbH, 91301 Forchheim, Germany.
Georg SchettDepartment of Internal Medicine 3, Rheumatology and Immunology, University Hospital Erlangen, 91054 Erlangen, Germany.
Bjoern M EskofierMachine Learning and Data Analytics Laboratory, Department Artificial Intelligence in Biomedical Engineering, Friedrich Alexander University Erlangen-Nuremberg, 91052 Erlangen, Germany.ORCID 0000-0002-0417-0336

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

bDMARDsmachine learning predictive modelpredictionrheumatoid arthritistreatment response

Identifiers

PMID38999454
PMCPMC11242607

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.