Evidence map›Paper›PMID 40170800›Full record

ArticleHealth data science2025

Evaluating Sex and Age Biases in Multimodal Large Language Models for Skin Disease Identification from Dermatoscopic Images.

Zhiyu Wan, Yuhang Guo, Shunxing Bao, Qian Wang, Bradley A Malin

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Health data science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–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

3 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
  3. Article
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.

Zhiyu WanDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID https://orcid.org/0000-0003-3752-5778
Yuhang GuoSchool of Biomedical Engineering, ShanghaiTech University, Shanghai, China.
Shunxing BaoDepartment of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, USA.ORCID https://orcid.org/0000-0001-6376-4292
Qian WangSchool of Biomedical Engineering, ShanghaiTech University, Shanghai, China.ORCID https://orcid.org/0000-0002-3490-3836
Bradley A MalinDepartment of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA.ORCID https://orcid.org/0000-0003-3040-5175

Funding

Genetic Privacy and Identity in Community Settings - GetPreCiSeRM1HG009034 · NHGRI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI CLAYTON, ELLEN WRIGHT, MALIN, BRADLEY A. · 2016 to 2024
$8.3M
NHGRI NIH HHS RM1 HG009034
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40170800
PMCPMC11961048

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.