Evidence map›Paper›PMID 40870896›Full record

ReviewDiagnostics (Basel, Switzerland)2025

Machine Learning in Myasthenia Gravis: A Systematic Review of Prognostic Models and AI-Assisted Clinical Assessments.

Chen-Chih Chung, I-Chieh Wu, Oluwaseun Adebayo Bamodu, Chien-Tai Hong, Hou-Chang Chiu

Abstract readReview
In one paragraph

Review in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Review
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

5 authors.

Chen-Chih ChungDepartment of Neurology, Taipei Medical University Shuang Ho Hospital, New Taipei City 235, Taiwan.ORCID 0000-0001-6743-6667
I-Chieh WuDepartment of Neurology, Taipei Medical University Shuang Ho Hospital, New Taipei City 235, Taiwan.ORCID 0009-0004-1610-4995
Oluwaseun Adebayo BamoduDepartment of Prevention and Community Health, Milken Institute School of Public Health, The George Washington University, Washington, DC 20052, USA.ORCID 0000-0001-8229-0408
Chien-Tai HongDepartment of Neurology, Taipei Medical University Shuang Ho Hospital, New Taipei City 235, Taiwan.
Hou-Chang ChiuDepartment of Neurology, Taipei Medical University Shuang Ho Hospital, New Taipei City 235, Taiwan.ORCID 0000-0003-2712-8533

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

machine learningmyasthenia gravismyasthenic crisispredictionprognosissystematic review

Identifiers

PMID40870896
PMCPMC12385440

What OpenQuestion holds

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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.