Evidence map›Paper›PMID 42652237›Full record

ArticleBiomedicines2026

SEFA: Semantic Embedding-Based Feature Augmentation of Biomedical Language-Model Embeddings Improves Interpretable Metabolomic Prediction of Lung Cancer.

Jiawen Wu, Jean-François Haince, Rashid A Bux, Guoyu Huang, Paramjit S Tappia, Bram Ramjiawan, Maria Vaida

Abstract read
In one paragraph

Article in Biomedicines, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Special Issue "Molecular Biomarkers in Cancers: Advances and Challenges".International journal of molecular sciences · 2026
    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

7 authors.

Jiawen WuDepartment of Data Science, Harrisburg University of Science and Technology, Harrisburg, PA 17101, USA.
Jean-François HainceBioMark Diagnostic Solutions Inc., Quebec, QC G1P 4P5, Canada.ORCID 0009-0002-5261-9967
Rashid A BuxBioMark Diagnostics Inc., Richmond, BC V6X 2W2, Canada.
Guoyu HuangBioMark Diagnostic Solutions Inc., Quebec, QC G1P 4P5, Canada.ORCID 0009-0004-5854-9482
Paramjit S TappiaAsper Clinical Research Institute and Albrechtsen Research Centre, St. Boniface Hospital, Winnipeg, MB R2H 2A6, Canada.ORCID 0000-0001-8307-2760
Bram RamjiawanAsper Clinical Research Institute and Albrechtsen Research Centre, St. Boniface Hospital, Winnipeg, MB R2H 2A6, Canada.
Maria VaidaDepartment of Data Science, Harrisburg University of Science and Technology, Harrisburg, PA 17101, USA.ORCID 0000-0002-7869-1900

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

biomedical language modelsfeature augmentationHMDBinterpretable machine learninglung cancermetabolomicspathway enrichmentsemantic embeddings

Identifiers

PMID42652237
PMCPMC13509573

What OpenQuestion 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 OpenQuestion graph.